{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Demonstrating Seaborn Modin Interoperability"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### All the examples in this section are taken / adapted from https://seaborn.pydata.org/tutorial/introduction.html. Each visualization is created with a Modin and then pandas dataframe for comparison."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns\n",
    "import modin.pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "UserWarning: Distributing <class 'pandas.core.frame.DataFrame'> object. This may take some time.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "modin.pandas.dataframe.DataFrame"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Apply the default theme\n",
    "sns.set_theme()\n",
    "\n",
    "# Load an example dataset\n",
    "pandas_tips = sns.load_dataset(\"tips\")\n",
    "modin_tips = pd.DataFrame(pandas_tips)\n",
    "\n",
    "type(modin_tips)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>total_bill</th>\n",
       "      <th>tip</th>\n",
       "      <th>sex</th>\n",
       "      <th>smoker</th>\n",
       "      <th>day</th>\n",
       "      <th>time</th>\n",
       "      <th>size</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>16.99</td>\n",
       "      <td>1.01</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10.34</td>\n",
       "      <td>1.66</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>21.01</td>\n",
       "      <td>3.50</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>23.68</td>\n",
       "      <td>3.31</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>24.59</td>\n",
       "      <td>3.61</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   total_bill   tip     sex smoker  day    time  size\n",
       "0       16.99  1.01  Female     No  Sun  Dinner     2\n",
       "1       10.34  1.66    Male     No  Sun  Dinner     3\n",
       "2       21.01  3.50    Male     No  Sun  Dinner     3\n",
       "3       23.68  3.31    Male     No  Sun  Dinner     2\n",
       "4       24.59  3.61  Female     No  Sun  Dinner     4"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "modin_tips.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7fc3bbb1a430>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 777.475x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a visualization with Modin df\n",
    "sns.relplot(\n",
    "    data=modin_tips,\n",
    "    x=\"total_bill\", y=\"tip\", col=\"time\", col_order=[\"Lunch\", \"Dinner\"],\n",
    "    hue=\"smoker\", style=\"smoker\", size=\"size\",\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7fc3bbd7fac0>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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5Zs+ezauvvsrBgwdZvnw5//jHP3jppZeYN28eF154Ibfddhu2Xb2Zo23bPPjgg+zfv5+///3vJCQk8Pzzz+NwOJg9ezbz5s0jMzOTxx9/vCY//fv3Z8GCBQ0OAEB6AoQQQggh2o2oJ4OUKXcSfP33WOHqXXIDo6fgGHIuDo8PKuJvx+D26KSTTmLmzJlce+21jB07luuvv57i4mK6devGkCFDAOjRoweBQACXy0VqaioJCQmUlZXxxRdfMGnSJFJTUwGYPn06Dz/8MHl5eQC8+OKLBINB3nnnHVwuFwCffvopFRUVLFu2DABd10lLS6vJz8knn3zcZZAgQAghhBCinVCwMYN7sSKVNcfCO78hech4IL3tMiZq6d69O4sWLWLFihV8+eWX/PjHP+bBBx+suWn/nqbVvdW26unRsW0bwzAAGD16NCeeeCL33nsvr7/+Ok6nE8uyuO+++xg/fjxQPRwpGo3WnO/z+Y67DDIcSAghhBCinfBU5VM8/ymwLQKjp6CldcUI7qPi479jVJW3dfbEd1599VXuvfdeTj/9dH79619z+umns3Hjxgade8YZZ/D+++9TXFwMwNtvv01ycjI9e/YEYNiwYVxzzTUEAgGeeeYZAE4//XReeeUVYrEYlmXxwAMP8MQTTzSpDNITIIQQQgjRTsS8GSSNvwo7FsUx5FySh4yn4uO/Exh/HZovESplOFB7cPHFF/PVV18xadIkvF4vOTk5DBw4kIULFx7z3HHjxnHDDTdw/fXXY1kWqampPPfcc6jqobZ5RVF45JFHuPjiixk/fjy33norjz32GNOmTcM0TQYPHsw999zTpDIo9vezEDqIYDCEZXWoLB+XjIwAhYXx9wWPx3LHY5lByt1caTVGZ68/IT4/X/FYZujc5a5eDtTGVKqHlriIEMPTqct8NM1d7sbWoZ2N9AQIIYQQQrQjpuKs9TiGp41yIjozmRMghBBCCCFEnJEgQAghhBBCiDgjQYAQQgghhBBxRoIAIYQQQggh4owEAUIIIYQQQsQZCQKEEEIIIYSIMxIECCGEEEII0Q48+OCD3HHHHbWOLVmyhHPOOYdQKNSs15IgQAghhBBCiHbgl7/8JevXr+fjjz8GoKqqit///vc88sgj+P3+Zr2WbBYmhBBCCCHEcfj06728tGATRSVh0lO8XHfBYM46qXuT001ISOChhx7ivvvuY8yYMTz11FOcffbZeL1errzySiKRCCkpKfzhD3+ge/fu/Otf/2LOnDmoqsoJJ5zAgw8+2OBrSRAghBBCCCFEA3369V6eeXMtUd0EoLAkzDNvrgVolkBg7NixnH766dx7773s3LmTV199lauvvpq//e1vdOnShS+++IIHHniAF154geeee44vvvgCh8PBf//3f3Pw4EGysrIadB0JAoQQQgghhGiglxZsqgkAvhfVTV5asKlZggCAe+65h7POOotnn32W/Px89u7dy89+9rOa50OhEA6Hg1GjRnHJJZdwzjnn8OMf/7jBAQBIECCEEEIIIUSDFZWEj+t4Y/j9fhITE+natSuhUIhu3boxd+5cAEzTpKioCIC//OUvrFmzhs8//5wbb7yRxx9/nFNOOaVB15CJwUIIIYQQQjRQeor3uI43VZ8+fSgrK2PVqlUAvP322/zqV7+iuLiYSZMmMWDAAH7+858zbtw4tmzZ0uB0pSdACCGEEEKIBrrugsG15gQAuJ0OrrtgcItcz+Vy8eSTT/Lwww8TjUbx+/089thjpKamcvnll3PJJZfg9Xrp3bs3M2bMaHC6EgQIIYQQQgjRQN+P+2+J1YEOt3jx4pr/jxo1irfeeqvOa2644QZuuOGGRqUvQYAQQgghhGgVqmpjWQoAigLYFnYHHJ1+1kndm/2mv7V1vHddCNEg7uItuCMFNY89Vfm4S7ZXV7pCCCFEK3PpZdjr3sWll6IoCs6iLWj7VqMoVltnLS5JT4AQnZCrcANFc59AC6STPPWXKJZJ8Zz/xYqESJ12N3paf2y7rXMphBAiXjjRCa94i6qNX+DeuwX/iecTnP8kmCYZV/6eSKBnW2cx7kgQIEQn47BjxPK3gWVilB2kZM5j2KaBVVUGgFGwEyWlN7YiX38hhBCtQ8eJ78QLiOxeR3TvBqJ7NwCQMGoihi+jjXMXn2Q4kBCdjKm4cAw7n8ApU6ofVwRrAoDEcZehDJyAJQGAEEKIVqb7u5I8/uqax4rmImHU+RgOXxvmKn5JECBEJ2SqHryDxtY+qGp4+o3GVFxtkykhhBBxS1EUtMJNFH/4fM0x24hR9tE/cOmlbZexOCZBgBCdkKcqn+Db/1v7oGVQ/M7jtSYLCyGEEK1BtaLE9m4E0yBh1EQyrnkE1ZdELH87arSirbPXruTl5TFw4ECWLl1a6/jZZ59NXl5es11HxgQI0ck40QmtmodZWQJAYOwloEepWPkuRtlBIusW4Tz1Cgzb0cY5FUK0F4oC5RGDotIIHpeDrGQvaiuuJKYoYNrgUJBFCzopU3GhnXABaV36Y6X1JeLwkTr9N6BHiAa6g/zda3E6nTzwwAPMmzcPv9/fIteQIECITkbHie+0yzAry/D0GIY65FywLQKKgl6Uh/vEKcQkABBCHGZ9bil/m72OyogBwOjBWVx93gASvc4Wv3YwFOOz1Xl8s6WQYX3TOOek7mQkulv8uqL1GaoXMofXPI76ulT/p4MFALapc+CNRwHImvErDr79OADZl92D4mie70xmZiZjx47lscce43/+539qPfe3v/2NefPm4XA4GDduHL/+9a9xOI7/d12GAwnRCcVcKQTOvRl1yLmYigtT9eA4YRK+8dcT0xLbOntCiHbkQGmEma99UxMAAKzcdJCFX+1p8X1FqmImT7z2DfOX7mZ/USUfrtjDH19aSXnYOPbJQrSRA288SmTPRiJ7NrLnqZtq/v99YNBc7rnnHpYsWVJrWNDnn3/O4sWLefvtt5kzZw65ubnMmjWrUelLECBEJxVzJtWaBGyqHnRnUhvmSAjRHu0+UI5VT0vsR1/tafGb8bzCSvKDVbWOlYZi7DkoY8RF+2cbMaxoFbYRa5H0/X4///M//8MDDzxAKBQC4Msvv2Ty5Ml4vV40TWPGjBksX768UelLECCEEELEMdOsfyyGadlYLTxA37Tq3ynWqC8qEaKdyJrxKxRH7RH1ikMja8avm/1ap59+es2wIACrnu+MYTQuWJcgQAghhIhjPbMD9R4fO7xLi88J6JbhJ+CrfQ23y0HPrJaZCClEczj49uPYZu0bb9s0OPj2n1rket8PCyooKOC0007jvffeIxKJYBgGb7/9Nqeddlqj0pUgQAghhIhjXVK9/HTKUNTDlgPqnuln2pl9aOkFggIejXuvG83IARloDpUhvVO5/4bRpPplPxPR/imaC9XtQ9Fa9vP6/bAgXdc566yzOOuss5gxYwaTJ0+mS5cuXHPNNY1KV7HtjrUYVzAYwurE3YQZGQEKC+NvLGQ8ljseywxS7uZKqzE6e/0J8fn5ao4y29gEK2LkB6vwuTW6ZiTg0VqvndDCJhKzcDsdOBoYecjfOn40d7kbW4d+rzVWB2oNskSoEEIIEecUFNIDbtIDbbM0p4qCzyVLF4uOQXE4ybnygZrHh/+/I5HhQEIIIYQQQsQZCQKEEEIIIYSIMxIECCGEEEIIEWckCBBCCCGEECLOSBAghBBCCCFEnJEgQAghhBCdnqL88HFL74IgRPvWJkHA4sWLmT59OhdccAEPPfRQW2RBCCGEEHFCUSycB9bhjhQA4NJL0fJW4rBjbZwz0Zl8++233HHHHW2djQZr9SBg7969/O53v+Mvf/kL8+bNY+PGjXz22WetnQ0hhBBCxAFFAWfBJoJzZ1I69//wVu0n9NHfKX7vGdixBFXp3BvoidYzfPhwnnrqqbbORoO1+mZhixYtYtKkSWRnZwMwc+ZM3O622ZxECCGEEO2PooDDimIo1fcHTmLouBqVlm2DkpiNM7MXesEuCv5zHwCqLwmty2CitgwLEsevsrKSe++9l9zcXFRVZejQoUyePJmHH36Y+fPn89Of/pSioiIAqqqq2Lt3LwsXLqRLly48/vjjrFy5EtM0GTJkCPfffz9+v7/Vy9DqPQG5ubmYpsktt9zC1KlTefXVV0lKSmrtbAghhBCiHVIUcJXsILb8NVxmJe6q/YQXP48rVtzoNKPuNFIuuKXWsbQLbyfqy2lqdkWcWrRoEZWVlcydO5e33noLgLy8vJrnX3jhBebOncubb75JVlYWd911F7169eL555/H4XAwe/Zs5s2bR2ZmJo8//niblKHVewJM02TVqlW8/PLL+Hw+fvaznzFnzhymT5/eoPPT0lo/UmptGRmBts5Cm4jHcsdjmUHK3Vbiof6Etn+f20JnKrNZFaLoi8VUblyKFS4jmr8Tq6qMwIgJZAzqWeu1DS23XnKQgg9ernWs5MO/k3XpPbgzezRb3ltDZ/pbH4/2Vu6TTjqJmTNncu211zJ27Fiuv/56iotrB6qWZfGrX/2KPn36cNNNNwHw6aefUlFRwbJlywDQdZ20tLRWzz+0QRCQnp7OmDFjSE1NBeDcc89l3bp1DQ4CgsEQltV5x+9lZAQoLKxo62y0utYqt4qFK5SH4ctCsXQc0RKi/u7YbfCRkr91fGnOcjf2x7Cz158Qn5+vzlhmz2mXY4RKCe9YDUDyOT8mmjqQ8GHlbGi5FQWcB3cQzV2P6ksi7aJfULr4JfSCXYS2rCSkJmN1kCFBnfFv3RDNXe7mCCi6d+/OokWLWLFiBV9++SU//vGPefDBB2u95uGHHyYcDjNz5syaY5Zlcd999zF+/HigelhRNBptcn4ao9WDgAkTJvCb3/yG8vJyEhIS+OKLLzjnnHNaOxsiTrmr8il49bcETp2KWREkvPUrMq55hLArva2zJoQQ4jtKrBK96NDQiti+rXh6noSlHX9vlm2DkTmYlPNvwZHeg4ivC0kX/D+MvetQ+pyG0UECANG+vPrqq3z99dc8/vjjnHHGGQSDQTZu3Fjz/PPPP8/q1at5+eWXcTgcNcdPP/10XnnlFcaMGYOmaTzwwAP4fL42WS2z1YOAESNGcOONN3LVVVeh6zrjxo1jxowZrZ0NEaeiviySzrqWsk+ru4VTp/yCiDsNOnfjqBBCdBhOooSWzsKqKiP5nBuI5m6gavNSvANGo+SMbFTPrYWG3fM0jO/OjbrTUPpPaJNeYNE5XHzxxXz11VdMmjQJr9dLTk4OAwcOZOHChRw8eJAnnniC3r17c80112BZFgB33HEHt956K4899hjTpk3DNE0GDx7MPffc0yZlUGy7Y30FOnt3tnT1tSynESKy4nWqNnwBQGDMdLShEzHU1l+hSv7W8UWGA7WOePx8dcYyu2NB7OI8jKyhOMwqlIJtmDnDMJVDdXVnLPexxGOZoX0OB+oMWr0nQIi25IhVENnxDakX3YlVWULFyvdIGTgWwyXL1AohRHsRdaWh5KRh22BpiShdT5JWeyGamQQBIq5EfDmkX/UQEWcyim2S0mMEUWdKW2dLCCHaDU1TsSy7zXuNDr/plwBAiOYnQYCIO2EtBWyw0SQAEEKI7+imzcY9JXy0ci+9sgOcdWI30vyN26CrNRjlQfhuAzHNioJtYjh8bZspITqQVt8sTAghhBDtz5a8Up58fQ0bdgZ5b9lunnxjDVHDauts1csd2sv+l3+Lu3Ifmh3D2PABsW/moplVbZ01IToM6QkQQggh4pzDobByU0GtY3kFIQrLInRLa1+t6xoxKlcvwCg9QPHsP+LtfyqV6z4GRcU3eByGv2Nt/iVEW2lwT0BZWRmhUKgl8yKEEEKINmBZNr1zaq+Y4nY5CHidbZSjIzNw4Tvtcrx9RmGFQzUBQOqUXxD1d2/r7AnRYRwzCNi5cyczZsxgzJgxnHrqqVxzzTXs37+/NfImhBBCiFZg2zCqfwajBmQAkODRuP3SESQntM85AZbDgyvzUIu/4tBwBNKwkY2/ROcQCoW48MILycvLO/aLG+mYQcC9997LpZdeytq1a1m9ejUTJ07kv//7v1ssQ0IIIYRofUk+J7dOG8b/3jaOP/5sLEN7JNMetxJyWDHMDR9S9uVcUFS01C7YRozg7D/irpJGStHxrV27liuvvJLdu3e36HWOGQSEw2GuuOIKnE4nLpeLa6+9lqKiohbNlBBCCCFan0NRSA+48bu1drssp6U60dK7geogdcovSJ52L+7eI9GSc7A1T1tnT8QRwzAoKirCMIxmTfeNN97gd7/7HZmZmc2a7g8dc2Jwnz59+OabbzjxxBMB2Lp1K926dWvRTAkhhBBC1MdGwcgZSdef/C8Vaio2Cv6zbgDbIuZKbevsiTixdu1afv7znxOLxXC5XDz55JOMGDGiWdJ++OGHmyWdYzlmELB//36uvfZaBg4ciKZpbNy4kYyMDKZMmQLAu+++2+KZFEIIIYT4no2CO6sX5YUVAMScyW2bIRFXDMPg5z//ec2CObFYjJ///Od8/PHHOByONs5dwx0zCPjVr37VGvkQQgghhBCi3SstLSUWi9U6FovFKCkpIT09vY1ydfyOGATs2LGDvn37kpCQUO/zQ4cObbFMCSGEEEII0R4lJyfjcrlqBQIul4uUlJQ2zNXxO2IQ8L//+78899xzXHrppeTk5NRaISAcDrN8+fJWyaAQQgghhBDthaZpPPnkk3XmBHSkoUBwlCDgscceo7S0lL59+/Lyyy9j2zaKoqDrOtdcc01r5lEI0QwUhXa72ocQQrRXqmLhKsvFTMhEdyTgipWgxiqIBnpInRrHRowYwccff0xJSQkpKSktEgAsXry42dM83BGDgF/+8pcsXboURVEYM2ZMzXGHw8HEiRNbNFNCiOblNCtRCrZgZQ3GUL24y3MBm2hir7bOmhCik4gaFnmFlRRXREgJuOme4cetHXMl8gZzGhVYDhem4gZALyvEgYZ57OmNjaZg4dj7DYXvP0vC8AkkjJ5C2cf/IJa/jbTpvyGa3LfFri3aP4fD0aHmAPzQEb85L7zwAlC9Wdgf//jHVsuQEKJ5aVaE6FdvUfntJ/hPmoS3/ykUzX4MsEm/7AEivq5tnUUR50JRg/xgFQleJ1nJHhyK7Pra0YQiBi/M38ja7Yf2ERrZP4OfXDgYv7vpN+lOo4LIslk4kjNxDD8fhxGmaNE/cfUcgaP/eEylhQIBRUVJSEJxaFR+u5jKjZ+DaeBISAaXr2WuKUQrOea3RgIAITo2Q/Xg6XcKlRu+IPT1+4S+fh8A74BTMV2JbZw7Ee+KKqL88d+rKAlFAbj2gkFMGNkFZJhFh7JuZ7BWAACwZlsh63dmctrgrCalrSgK9v71VG1eCkDA0AkX5hLN/ZbwrnVkdBmA6e/epGsciW2Dntqf1It+QXDOn8Cs3hQqddrdRHw5LXJNIVpL8/XTCSHaLT1zMMlnX1fzWPUkEDjzanQt0Ia5EvFOURS+3HCgJgAAeOWDLQQrokc5S7Q3qqrw6Td59T73ydf7UNSm9ezYto3S5QQShp8FQMWq+URzvwUgZcK1GP6mBRnH4oyWEFr1fq1jVd9+jNOsatHrCtHSJAgQogGcRghP1f6axw7bwFu1D1Wx2jBXDecqy6Xs89dqHluRSqpWL0Szwm2Yq0PcVmXN/xVFwW2GjnmOogKKgowc6bgUBcpCtdfatiwb3egY36v25vDvUfXjY3+PmksgwVX/cb+zWb6jltNLwsDTUBzOmmOu7N4YJftxFO9q+gWOQFVs9G1Lie7dgCMhmdQLb0fRXFSu/RilaBuKYksd1ECKYuGt2ofDNmqOear24zRa73MqapMgQIhjcBohIstfo+jNh3BX5OLAhB1LKPjP/Tj2ft0mgYCiQNS0iJnWMX+AnHaUyq/fxY6F8Q44lbSpd4GqEVr9AVo42DoZPgp3+W5KZz+EO3wARVFwFm2mbN6fcEcL6329adls3V/O02+v5w//+opP1uynPKy3cq5Fc7Asm7En5NT6DJ88KJP0RE/bZaqDclftp/Tth3CH9lQH0uW7KZ39MO6q/DqvdShmvf9vDEWByqjBuSfXPxzn3JN7YJlNH9vliJVTvvJdbPPQdz12YBegQCCj5phTL8MVra7XNLMKd6T+eqShLFtBG3AmCcMnkDLtN6hZ/Um74BYCp07FyhiAs3AzrpIdEggcg6JYaHnfUPCf+7G3f44DA3fFHorefIjIstckEGgjim13rAWugsEQltWhsnxcMjICFH63DXo8ac/ldpdspejNRwBQ3D78J5xNxcr5AKgeP2lXPkjEmXrc6Ta2zKZts25nMS8v3IxC9RjqE3qnoh7lV8ill2LuWIHabyy6FsBVuAmw0DOHtvoSd4eX22OUEZz1AFZVOQ5/Cknjr6Z44d/ANPD0HonvR7eic6iFUVHgm+1Bnn5zba00+3ZN4s7LR+Jztd81mpvzM56R0bhhXO2x/rSx2VtYxY79ZSQnuOnfLQm/p/GTPNtzXdJSUjw6+1/+LUZJPqrbR/KPbqTkw+exYxGcmT1Jmvobokr1JFanUYG+9n3cQyeAZRDd+iXO4RPRHfVvDHo0VTGTxd/ksWB5LqMHZdK3ezKzFm0lHDXwujWumTiI0YMy0Jo4HEhRFLTc5dV1A5B48gUYZYVUbVsFKGRe/SDhhO449TKqPvs3ZlUZKZNuo3L1B0S2ryTl4t8Q9TZtyJCGjmrpVH78PLH8bQRGT0FL60pw3pMoqkr6Fb8n4uvSpGs0REf9fHv0kuq6Plx9sx8YfSGhdYuxo9VDqtIvuZdo6sAjnt/c5W5sHdrZSBDQznTUL3hTtedyq5gou5ZTuugftY97Ekidfi9Rf7dGpdvYMu8tquR3/1hR69gfbjyN7ulHX6lCVaA9fHUOL7eigLN4O8Vz/hfbODQsxJGYQcrFvybqyax1bli3uO+5ZXWGkAD8+uqTGNw9qWUz3wQSBLSO9lyXtJSMjADluzZQ/PajWNFD49RVr7+6jko4tAKYO3yQknceAxRsQ0f1+kmechdR9/Evc7hiSwHPzVlf87hLegJ3XTGKSMwg4HOR6HXSXLcYDiuCtfZdFIeDqu3f4EztAti4u/RH7X0yMWcqmhXGWPMeFavmg6qBZeDqNojAuTcTczV9J1dFAWdwK8Vz/lSrR8J/0iSco6ZgqN4mX+NYOvLn212ZV/0ZjdRu9U8+9yfYfcZhceRGnHgLAp555hkWLFgAwPjx47n77rtb5DoyHEiIY7BwoPY5FU+vEbWOp/zoRmKBxgUATXGwpO44/oKSY09Qa4/3frYNRlo/ks68otbx1AtuqRMAAFRG9HoDAICSikiL5FGIjiAW6Enyj26sdSzlvJuI+WsvARz1ZpEy8WbMiiBWuJyUiTc3KgBQVYUNO4trHdtfVElV1KBLqo+AR2u2AADAdrhwpHahatvXaElZJJwyFcXhpvybRSih6uE/hurFM+oCHP4UsKrHnSef85NmCQDgu/oqfSCJp19ac8yRkIz3xMmtEgB0dDF/N1LO+69axzy9huPoO+aoAUC8WbZsGUuWLGHOnDm88847bNiwgUWLFrXItSQIEOIYHLaBtW0pkd21h6AUf/h3XOW5rZ6frJS6Lf5ZqR1zvWpFAa1oC6WfvVrrePF7z+AJH6jz+gSPRnLAXW9aqTKOXMQxV9kuSj58vtaxkoV/w1Wxt9YxT/ggxe//pXq9fX8Kxe8/e8T5N0djWTbD+6bVOpaY4CLlCN/PprJsFbv7SQROm4b3zOuJ+LqSPPZiks+5gVhqPwA0K0zVqnmYoRIUrXoYYemHz+OKFR8t6eOiFWyk7Is3ah6blaVUffUOmqwUdEyu8j0Uf/BcrWOR3d9ibP2i1mThjqKkpIS//vWv3Hbbbfztb3+jpKSkWdLNyMjgnnvuweVy4XQ66du3L/v37z/2iY0gQYAQx6CV7qB08YtA9RCgxDHTAbCjVRTPfgyP3nw/MA3RNc3HXVeMIjvVR3aqj7uuHEWXDhoEuPUySt5/tnrzncQMUqf8HEVzYYZKqFj6Ok5qt/p7nQ5+PGlInXQG9UyhZ5a/tbItRLtiVBRT+uFz2LEIqtdP2tS7UN0+rGgVZR+9gNs+dINqOhNIGH4WKVPvJmXab0gYegamdvzzAQCG9U7lih8NJDHBxeBeKdx9zUkktOC8HFP1YHQ7Gd1Zvb+JO7v3d/OaquccKKaOVVmKq9sgMq57jMDJF2JWlaOYzbNwgNOqonLdx2AZ+E+aRPqMe1AcTqo2fYEWK2uWa3RWHr2E4jmP1cwBSBwzHdVTXWeXffISWsmOtszecSspKeHyyy/npZdeYsWKFbz00ktcccUVzRII9O/fn5EjRwKwe/duFixYwPjx45ucbn1kTkA705HH+zVFey6306gksvJNIttWkjr9Xgx/DuxaTulH/yT1wtsxckZgNyKebmqZ9e++B84mTrprbT8st7tiD2Ufv0DSxFuJ+bJwFm+jYukbJJ53C1FXWp3zLdtm18EQn3ydR2FpmDNHduWEvmkEmjCZtDXInIDW0Z7rkpaSkRGgYs82Shc+S9J5txDzd8VVsYeyj/5J0vm31hla51AsTFut8//GUBSFiG6iOVQcrVwV1fe3durlKJZBzF09R8ChVzZquNORuPQyrPxN0G0EpsOLM7gVRXMRTezVbNc4mo76+Vaw0fLXUjz/KZLP+TH0GYtWmU/x24/i6XsSntMuO+rk9PY2J+Cvf/0rL730Erp+KMB0Op1cd911/OxnP2tq9gDYtm0bN998M7fffjvTpk1rljR/SIKAdqajfsGbqr2X22lU4tAriHizgerJwu5wARFvVqMCAGj/ZW4p9ZXbZVcR+271EkUBl1lFVD1674bDUf2+m2bHWFNegoDWEY/fq+/L7LaralYBAuo87mza6m+tKErNfAdFoVVXWHP7XARLqvC6tFYPuppKwcYTPkDUm1kzB8AdPoDlChxzdar2FgTcdtttrFixos7xU089lWeffbZJaQN8/fXX3HHHHdx3331Mnjy5yekdSftuOhOindC1BPTDuswtHIS9smV8c4kddqNi2xwzAICOc/MvRGv54Q1/SwcALr0ULIuYu3qJZG+0gKgrFUvp3LcWh7edtlYAYNo2m/eU8sqHWzgQrKJ/92Su/NEAemV2nGGQNkqd383odw1rHc3w4cNZvXo1sdihIasul4vhw4c3Oe38/Hxuu+02Zs6cyZgxY5qc3tHInAAhhBBCHBeXXkbok39S8eFfceuluIKbKfjPfah7VqJ2wEmeTaFwKBJoqdGZ2/eX83+vreZAsHpM/ba9pTz84kr2F7ePXd/jzeWXX04gEMDprN7B2uVyEQgEuPzyy5uc9gsvvEA0GuXRRx9l6tSpTJ06lddee63J6danc4frQgghhGh2ihHBCO7DrAhSOvthjIoSsAz0oj1o3UdCJ+8N+J67PBezvACr24k4w0UY+zah9RmDoTbfKkk2MO+LXXWOm5bNys0HuXhc72ZdjlUcW0pKCrNmzWLWrFmsX7+e4cOHc/nll5OS0vTlaO+//37uv//+ZsjlscXHt1QIIYQQzSbqzSJ12t0E33gQo6x6idGEEefiHHVR3KyZ77FClCx4FqOsgKSzrqHkm4WY5UVkZvXCCPRqtuvopsXB4vqXIM0vqkRVFUxTgoDWlpKS0myTgNuKDAcSQgghxHGzKkuwYtGax3pBLqoRP5v2RVQ/yRf+HNXrp+zT/2CWF5E04TpijdxF/khcmsppw+ofOz9qQKbMjxKNJkGAEEIIIY6Lp2o/wTmPg2XgGzYeRyCNWP42Qp+8gMuOo3HqDg3F4ax5qLi82EozTwyw4axRXetsxNavWxJDejXPbsgiPslwICGEEEIcF92bRuCUi7BiVbhOnIpvVDll7z9J4LQZxFQvtPHoFEUBdyxI1JWKbStoZhWqGSXmar6bZrcZonT+k5ihEgKnXkzluo8p/eA5Mq/sQjjQs9muA5AecPPbH5/CrgMV5BdV0jUzgT45ifjdchsnGk8+PUIIIYQ4LqbixjFsIpptYqheDK+XpGn3EXP4W3Xd/PooCrhKdlD0zp9IueBWlMwBRFbNRi/IJTDx1mYLBGKan6RzfoxZvB/6jiO132hiu75B92Ue++RGSPI5+dGpPeNuHwzRciQIEEIIIcRxM3+wAk5U9bd5DwCAahvE9m3GjkUonvdnXF36E9u3BcXhRI2WQTMFAbYNemp/lOTeWGiYCV1xDMvG+G4jLCHaO5kTIIQQQohOw0RDHXIugVMuAtsitm8LKCqp0+4mmtirWa9l29TaHM2UAEA0gyeffJJJkyYxefJk/vWvf7XYdaQnQAghhBCNpiitt3NuQymWiRU9bFlN28bWw1R3VbTQjl4i7kQiEYqKikhPT8fj8TRLml999RVffvkl8+bNwzAMJk2axPjx4+nTp0+zpH846QkQQgghRKOomLgKNuDSSwFwxYpxF21Coe2WrXRgYKx7n8q1H6E4nHgHngbYFM/7M+7SuptuCXG8DMPgiSee4JxzzuHKK6/knHPO4YknnsAwmr5b9imnnMJLL72EpmkEg0FM08Tn8zVDruuSngAhhBCihamqgmW1s+byJlIUUPesomjBX3H3GErShOso+eA59AO7SJt6J3r2CW3SQ2Ci4e5/KlUbl5B8wa3Yqb3QUnLQC3IxfWmtnyHR6Tz11FPMnj2baPTQPhmzZ89GURTuvPPOJqfvdDp56qmn+Oc//8n5559PVlZWk9Osj/QECCGEEC0kalis2Rnkn+9vZtnGg1RGmt5SeLycRgXu4CYcmLir8nFX5DZLujHDZoejH9tG/pxg5skUzfoD+oGdOBLTUZKy23SIUNTfndQr/oCeNgAdF47h5+Mbfz26M6ntMiU6hUgkwttvv00kEqlz/K233qpzvLHuuOMOli9fTn5+Pm+88UazpPlD0hMgRCvRrDCqESbmSgXANg08epCIU1qmhOiMFAVWbSnkhXc3APD5mn2cd2oPrpjQr1XzoBTtoGjen0kcM53itR+jJaaReOGviKqNH2JgAx9/k8cbH28Dqne1vXfiT0hd/gxpF/2CsKdllsk8HhFHUs1qRabixnS6j36CEA1QVFSEqtbfhq6qKkVFRXTr1vhdo3fs2EEsFmPw4MF4vV7OO+88tmzZ0uj0jkZ6AoRoBZoVJvbNXMrfexJ3NIiqWIQ2LKHolftxl+9u6+wJIVqAYcH7y3fXOvbRV3uoiLZeb4Btg5U1hISR51G+fDa2HiX5/FubFAAAlFbGeOuT7TWPY4bFp7kaWko2ZV+8VjNHQIjOJj09Hcuqf86Lbdukp6c3Kf28vDzuv/9+YrEYsViMjz/+mJNOOqlJaR6JBAGizRwoDbNicwHrc0sIlnXebeYVBdSCLVR+sxC9MJey959C2bGEwnefwY6FKXl3Jh6zvK2zKYRoZg4FemT6ax1LS/LidrTuT68jHCS8dQWoGrYeIbZ3PardtEDEsqtveA5nqi4cviSiueuxD25DUWQVHtH5eDweZsyYUWc1oCMdP17jx4/nrLPO4uKLL2bGjBmMGjWKyZMnNynNI5HhQKJN5AWrePCfKzDM6h+RsSfkcMMFg9A64Y+GbYOdMYCEEedQufZj9MJcSj/6JwCK5iLlwp8T1RLbxSY7QojmdfH4vmzLK6O4PILXrXHztOG4tFZuf4uGcCQkkX7ZA4S3LEcvzsfVS8dyNP4WINXvYtKYXry3bDcADlXhnNE9Cfiux7NvI3aXE+oECUJ0FnfccQeKovDWW2+hqiqWZTFjxgxuv/32Zkn/9ttvb7a0jkaxO9i3NBgMdboVFg6XkRHo9FuCK4rC25/vZP7S2ku1PXzzGHJSvG2Uq5bntsOUzXsM/eDummNp036Nnjm03a2x3ZLi4TNen+Ysd0ZGoFHndfb6E9rn5yscMwmWR0jyu0n0as3+fT9WmRUFXGaIqOpHs6JgmxiOpi85GDUscg+GKK+M0i3TT06KF9sGVbGx7JZv0GmPf+uWFo9lhuYvd2Pr0B9qiX0CWpMMBxJtwMbtqrurokPtfL0A31MVC2vfevSDtVflKF/yBq5IsI1yJYRoDV6Xg27pCQQ8Rw4ANLMKV6wUAHesBIetH/d1FEVB01Q8RjGKYuOwddyxEmwbomr1sCRDdTdLAADg1lQGdE3k5AEZZCd7a8rWGgGAEO2Bx+OhW7duHTIAAAkCRBuwbRg9KJMEr7Pm2NTxfUlP9GADhm2327Gkh8cp1Vk8dpOeooBWsJHi9/8C2CiaC3evEQDVcwQWPIVbL2uR/Aoh2j/NjqGvmU9o8d/xhvMpnfsY7FrO8bSLBEMx3lm6m6feXMvK9fugaCf2ts8ofecx3LHilsu8EKLDatM5AY899hglJSU8+uijbZkN0UCKAqGoiUNV8DrVI7ZofT/hzFY1Sioi7DpYCUCv7ERSEqpv/DOTPDz0X6eRV1RJgkejT9ck1m4rYv7SXZSFoow/sRtjhmaT7HPWf5E24NLLMLYvw9lvHIYrCWfRJmw9hpEzHPsoLV+2DUpSDs7MHhjF+aTNuAc7MQfXV29TsfYjEkach+70H/F8IcSRRU0L3bCO2srenq5pA6GogdfpQPvuLt9UXXj6nkTl2o8oePleHAnJaNn9iTYw7dKKCE++sYa8ghAAq7bALyem0WPlKySefhlGA+qXsG6SeyBEeVWMLmkJ5KR5cRxHY4wnfBDTmYCu+XFHi7AVBzFXSp3XKQpUxSws2ybg0Tr98LQjcUcKsB1uYs4kXHopiqkT9WS0dbZEnGmzIGD58uXMmTOHs846q62yII5D1LD4dPU+Zn+2A59H48aLhjGkRxIKtX8kVNtAyf0KRVHICwzjwRe/IRIzAfC6NR748SlkJ1d3myX5nCT1SEZRYPn6Azw359uadN78eBsrNhzg7qtOxFfP0KHW5iRG1fJZhDcvx5u/A9+w8QTnPQm2ReaVvyfs73HU86OuNJIm3YESDRFN7IltQ8qEK/EMHEMsuRcWbV9GITqabfkVPD/nW0pDUSaN68XE0Uf/HrbUNRtaR5WHdd7+dAdL1u2nW6afmy8eTpfvxtHjTUJ1J2AaMdRAOraz4UN28ouqagKA732zz6ZPUgZaWjcM1XnUTsvKqMFf5qxn0+5DPQY/nTKUccOyGrRggacqn+DsR/H0HoF/9EWUvP8UittH4NxbiLmSa15n2zZfbw/y4nubMEyLK84dwNih2Tgd7bPnt6W4I4WUvvsEjuQsks66jrLF/8IMlZB84Z1E3U1bXlKI49Emw4FKS0uZOXMmt9xyS1tcXjTC9n1lvP7xNnTDoiwUY+Zr31BYHq3zOsU2MEvyKVv3KW8t3loTAACEowbvLtlZ5zelImLwnwWb6qS150AFuQfbxwQoHRcJJ05C9SQQ3r6K4Dv/B5ZBwqjz0H0Na72JutKIBHrWtBxqCclEkvtKACBEI5RUxvi/V74mWB7BtGze/WIXm3JLWvyaj//gmpv3lDboXEVRWLr+AF+s3Y9tw96DIf48azURw8Kp6FR9NRuwSZvyc4yiPZg7vmzwcKCAz4nzBysOdc/y4+o2iJIFf8EdO/r7sn1/ea0AAODf72+iJBRr0PUtpw9ndh+qNnxOwYu/Qi/cg7vbEKwfBDL7SyI8+9Y6KsM60ZjJv9/fxO6C9lHHtybL6cPVdRDRXWsp+Ncvieaux91tMKbWeRfGEO1Tm/QE/Pa3v+XOO+8kPz//uM9NS+v8wyaaa9Z6cwquP1DrsWVDKGIwtO8P8xpAP2USFTHYtqKqTjpb9pTi9rpI8h/aubE8r5TKSP1rVofCRvt5PzKGYE+4luCCvwGguDyknjYFZ0rjd8ZsN2VrZVLuttGZ6s/9JYXEjNob9uw5WN0a3lLv8/6SQvQfXDP3YAUTx/Q65rmWZbNma2GtY0VlEQwLktNTiZ11JXYsiju7N+60bLRAGlpiw8ph2zZ3XD6SZ95cSzRmMrxvKmNO7E16Qk/0k8/HqgqSkhXANg1iRXvx9ToBRTs01LJ4bd3fYsO0iOhWA9/LAJ6zr2HfztUAOBKSSR49EWdi7d3QN+XVnftUFoo16e/V1t+pxgkQO30GVZuWgGmgaC5Sx16MMzW7QWd3zDI3XbyWuyW1ehDw5ptvkpOTw5gxY5g9e/Zxn9/Zl7hrr8t/dUmr3aLj0lRSElx18uq0wkSWvIwjuJ8T+0zns/VFtZ4/aVAmekSnMHyohcmpQkrATUlF3Z6FZH/da7QFRVFwFm0i+OE/ao7ZsQhFH/4L7xnXoTsTjzvN9vq3bmlS7uZJqzE6U/2Z6NVI8DqpDB9aRWdAjySAFvt81XvN7kkNup6iwLgTurBtb2nNsV45ibg15bvzA+AIQGEFuHIgSvX/GyAjI8CwHik89rOxRGImaYluHIpCScSB11IoeOOPePuPxoqFieVtJuPqhwm7D/VgZqfWbYH2ujUS3FqDyuaOFlH2/pMAqB4/ZmUpwcWv4Dn1MnTtUOCZFnCjqkqtz2BGsrfRf6+OWpe4YiWEFv8DTAPV48eKhChY+Hf8439ca/hUfTpqmZuqvS4R2tJaeu5sqwcB77//PoWFhUydOpWysjKqqqp45JFHuO+++1o7K+I49MoKcMelI5j92Q6S/C4uPbs/qX5XnUlxuurFO3gcXhQu9PRmw94Kisqqb+6zUn38aHT3OhvIeJ0Obpw6jD/95+tax08cmEGPjPbRcqmaYSI7vgHTIGHU+fgGjyU4+zEiud/iP7W8UUGAEKLx/B6Ne687mbc+2c7B4iouOr03/bsmtdtr2jacNDCdaGwgi7/eS//uyVx0em+czbQ0sm3bJHqdJHprL6YQ8WWTeuHtFL9bfZOePuM3RDwZtcb6984OMOGkbnzydR4AmkPh1hknkORr4MRnu/pfYMx0vEPOovyTF8G2+OGEgsxkD/ddfzJvfLyNqG5y6YT+9EhvnuVKOxwbEkacS8LoqYRWvI1ZISs4dTShUIgPPviA3NxcevbsycSJE/H7m++epTXmzrbpZmGzZ8/mq6++Oq4IpzO1ZNWnvUf5pl29TGZDf7bCukleYSUo0DU9AZ+z/vHvySkJrNlykC83HKC4PMppQ7MZ2COZhHYwKfh7TrMKpXArVuZADNWLO7QXTINYcu9GrUrS3v/WLUXK3TxpNUZnrD9twLJtNFXBtlvn8/XDax4PRVHQLat6ZaAjnatAJGbi1Bw0ZM7s0crs0ssIffpPorurF17wDjwN79gr0bXanyHDsskvDhMKx8hK8ZEacB3XLubuWDGm04+huHDqZaA4avUCHO77AVVNnZTYkesSV6wUy+HEcCTgNEIolnHMXgDo2GVuivbWE7Bq1SruvPNObNsmEong8XhQFIWZM2dy8sknNzl/paWl3HTTTUyaNInNmzd3np4A0bEd7yIOXqeD/l2O3Uru1FR6Zfrpk90fRVEwTeuY57Q23eFDyRlZ86Mf9Xev/k/nuqcSokNRAIdy/DfjbXVN27bRlCMHAKWhKr7ZeIA5y/I4b1QG/fvm0K9LUs1yosedVzOKVVFM2iX3gh6j4ss5KGaszq+/pip0T/cB37XMH6VsLr0MNVxMNKkXtq3gKd+N5UnCUFwA6M6j947IBkXUuuE/UrAk2qdQKMSdd95JOByuORaJRAC48847WbBgQZN7BJoyd/Z4tOl3cfr06bJHgKjFsux2GQB8r+36zYQQHZFmRVCU6orDYcdQqX8RBIBQJIK1fTkjzbVcOz6b8cYX+Mt2sPmweQTHK+rJJOnie9BT+6NnDSFw4S+IudOOfeIROPUyQp+8QOEbD+E8uBFXcDOFbzxExUfP4TrGKkQdXTvdw1K0sg8++KDOsObv2bbNBx980KT0D58729KkJ0AIIYRoAU6zkuiqOXh6j8TOGoixaTGq24faZyxWPT+/+w5WkB4L4/p2LsMSPsMMV6BljWD2p9sYcPXJuLTGtdtF1YTvWvYVYmrTWihthxtXZk+iu9cRfOfx6jtj28KZ2QtL8zQp7faqrEpna14pBSVhumX46dslEb9Hbp/iVW5ubk3L/w9FIhH27NnTpPRbc+6sfIqFEEKIFuCIllG1cQmV6xbj7T+a8NYVaKk5JHc/gagzuc7rdxVEKFb7MyKQillRjNLrZBbu9rA7P0jUsBodBDQnQ/XgHHkhnuC+6sUSbBt3j6F4Tr6YGJ0vCCiqiPLHl1bVWr2ud5dEfn7pSBK9cgsVj3r27InH46k3EPB4PPTo0bRNC//1r3/V/P/7ubMttXhO29coQgghRCcUTehC+ozfgG0R3roC1Rsg5aJf1hsAAIzolcCw8s8xK8tQ+o7B3r2Kad0LOG1oFj532yySoCqHhj14w/twmpUowV1Edq2rOR7N2wwFO2qGPXUWigJfrN1fZ/nqXfvL2bA72Ea5Em1t4sSJKEcYG6YoChMnTmzlHDWeBAFCCCFEC1CtGNF9W2oeW5FKrNIDR7xZTk5KItJjDKHTbuLVilMxx1zPbiuH88f0wtEGA9I1swo2LsQdLcRdup3oli9xVuZTsuAvYBn4Bp5C4MTzwDIpWfDsMXcm7mhips2XP9go83tfby7A4ZBbqHjk9/uZOXMmXq8Xj6e698vj8eD1epk5c2azLhPa0nNnpS9LCCGEaAGucBEFS96oHgI0/hqC85+m5MPnSbviQSJacp3Xe10OrB6D2Lm/Am9CId8q2fTvnUROiu+IExFbkqNsLyVfvI624XN8/U+h/Kt3ieRtJvXs64js2YAZCeEdfDqKx4+r+3CirtROtVqaU1XITvNRWBqu81zXDH+b/E1E+3DyySezYMECPvjgA/bs2UOPHj2afZ+A1iBBgBBCCNECIgk5pE27GyWQRsyTQdr036A43cQOW6PfYeuYyqENvvxuJ326JDKgezJep4JlUetmU1EOrVJ2+P8Pp2JQEQPNoZJsBjG0ALrqwWFHccbKiRy2W/DRGCm9STz9MsqXvEH5irk4EtPx9j6B4MK/48rsTuD0Kwkn9MAxrAsxpYEbi3UwF47rzbc7ag/9cagKpwzJ7nR7bjREzLTQDRuf29Hg/YI6K7/fz4wZM9o6G00iQUAnZ9k2UcPG61JbpIXGHS0EG2LeTNyVezHcqRiOON0BUgghDmPbCnrGoOqbYxv0pB6oe1ehFubi7D4CR8V+wgd24+k5HBuFQjuVhStyWfTVHhK8Tq780UBOGpBes0eAwzZQcr/CkdUP2+HG2rMGpdfJwKGgoqwywtzPd/D5uoMk+d1cPSaFUYmb8PY7mci3H1K+7hNSp9+D5fKj6wZRZxJJZhBL0Yi5Un5QAgXU6rkIjsR0ksdOxwpXgEMjYfBYorvW4ByeVb3OfSe9H+6akcDV5w9i8aq95BdV0qdrEhed0Yfu6V6s9ruadbOzsdmSV86L72+ksCTMqUOymTGhH2l+V1tnTTSBDGjrxIoqojw1+1vufPJzXvpgK2VhvVnTd9lRKj55kdL5M9H2f0Pha7+HfWuPOGFGCCHizeGt4y69jLLPXqXs81exdn/FwTf/iMPSKX3/GUIr5zNvyU4WfpmLadmUV8Z47p1v2ZpXVnO+Uy+jfOmblMx9nIqP/kbpp//BESmted6y4eUPt/Hp2oNYNpRURHnmwwNsC/kpnfMoFV++gxWuwK4sZuv+EPe9vIlfP7uUhasLKd+yEie1fyO0kp2Uf/4azpy+JJ16EcEP/wmqSsaFt1Hy2SwULDi4GbWRG5l1BOWVMWZ9uIWe2YlMOb0PSQkuPlm1B1WNr9unvKIwf3rlawqKw9g2fLnhAM+8tRbd7KTRX5yIr09xHDFteOHdjazbVkTMsPj0mzw+XpVHc/bfxRQ3gTOvwQyVUPzuk7i7D0HpMlTGSQohRD0izlRSp/8G2zSI5e/A03UAJV+8jlFWSGzEdD79Jq/OOZ+v3VczATXiSiNt6i8xywqI7d1EyqTbiPq71ry2uCLKN1sK66Sx5qCjugUfSJ1yBwW+fjwyazMHiiOEwjovfXqA3KQT0XHWOs9K6k7i2EtIOu9naKldUDSNkk9epWD249iWiTM1B7IHH3FYjKIoFIdifLu7mG37y4noZqPfu7aS7HeTnuzhy/X5vLtkJ6u3FjJ6SDaGEUfdAMD2faV1hnvlHqigoJ75EqLjkCCgk6qMGGzZU3ulhpWbDmI0YQyjO3wAd9V+VMXGU7YTlxnCDpdhG9WtR2Z5IaoRPUYqQgjRNhx2DHeseny3K1aC0wi1eh7scDm2oeMIpGJWllYfM3UUI4pWz2ozCR5nTcOKUy+lbNmbKA4nqsdP2eev4gofrHmtw6FQX6O816lgm9X1tFFaQFVlGPMHvwX5wao65+kOH+rwyUTd6URT+pNy9vWADbZF4ikXQa9T0R0JRyzr9vxy7vnrMmbOWsMfX1rF/81aQ1lV8/ZItzSPpnLnFSdy0qBMUhM9XHHuAEb1S2/rbLU6l1b/ErWyQlLHJn+9TirB42Bwr9rjO08dmo2zkd22LqKEPn+F4tmPoWz7lMLX/wcluJPwxs/x9hlJxlX/gxWpwgrmynAgIUS7oyg27FxOyexH8VbmUfHRc8RWv4tG692UeowSiuc/hcMbQEvJwQyHSPvRj/H1Own31g+ZflafH+QZzhzZ5VBLu6KhJaSQOv03pF32AM60rqBUT+1TMck0D3D+qd1rpeFQFU5Ii5AwaCygUP75q3SPbiM10V3rdTk+o973wrQVFAWcxTso+ehfoKjg0ChfMRf7wKYjLncaMSyem/MthnmoxXzHvjK+3dnx1tfPTHRz68XD+OPNY5g4ujteV9vs2dCW+ndPwu2sXe5Th2aRmdT5NohrD6699lomT57M1KlTmTp1KmvXrm2R68jE4E7KoSj85MKhvLV4G+t3FXP6iBzOPrFbo1dviOEmMOEGgq//ntLF/8bb/xSs9H54UnuBbRNxJpF22e+IuRJlOJAQot2xbQWtyyCw51Lwyv0oTjeJ4y4npjhbbVJr1JlC6kV3gW1jpvYh45LuGGVFeE6/Gmw4kwApiT4+WrmHlICb80/tSY+MQy3tuubHNeZKdNWNbYPv3J8RpXpiprNkJ0VvPsz5p/+EbpP68fHaQrJT3JzTT6F/so7d5QpSc/oTWrMIR1Y/bpvh4KUFW6io0rnkrN7075OEcdhwICc6Ok4UBRxWDDtWBbZN2sW/RHH5CM55DCtcgWKZ2ErdW4lQWKeorO6Oqpt2lzB+RBdMs2MNp1EAp0OJ29+3rCQPv/3JKXy0ai+788s5Y2QXThqQWW/PUzwwDIN58+bx2muvUVhYSEZGBldeeSUXXXQRmta0W2vbttm9ezeffPJJk9M6FgkCOrE0v4ubLhpK1LDwOh1NqrwULMzgHqxwdfd5dN8WEiKlRH1dal4TcaU2Oc9CCNFiHC7UhBTMimIUpwfcCa26rKVtg57ar+b/Vd6uKL5u2LaNqoDHhlMGpHHq4AywqXesvaG4a4IWnUMrs1j+bLz9RxNe8k+GaS5Gdh1M4tgZKAkp6Jofy1JQup9EIHsQMS1A7yz47+tOxrJt3JpaewJzNEjVsln4x1yKFS4nsm0F7pMuJuPaPxJ2VQ+FSb/qIWKuFCzqbxX3e52kJXoIltcOBAb1TO5wAYCo/rzmpHi5fuJAbOzqUWHxGQ9hGAZ33HEH69atIxKp/nyHQiGeeOIJPvroI5566qkm3bzv3LkTgJ/85CeUlpZy2WWXcc011zRL3n9IhgN1cgrVYxqb2nqh2Dr5US9lE35N4IancCQkY5cX1jv0xxUrxWFVfzE8RufaQVII0TGpKhi7VmEE95F28V0oDo2qle/gVBo/HOjw6q+hoyDtH9w82baNuyofZftnOBUdbd/XOIM7jrvO1p0BfEPPrE7TiKHoYUhII6oGsCzlu2uptfYo0FQFv1mGasVQlOr6WlFAsXRiB3YQfOshiuf8L0bpQbD0mgAAIOJKP2IAANW/OzdPG47mOPTG9OqSyAl94288fWdiWTa2Fb8BAMC8efNqBQDfi0QirFu3jnfffbdJ6ZeXlzNmzBieffZZXnzxRWbNmsXSpUublOaRSE+AOKaIbvLe8n0sWL4fy4auGSF+ccndeJPq7mLpMiqo+Ph53F364+kziuA7j5N60V1Ek/ocIXUhhGh5lgXOvmNI7z6UaEIXUi7+NbbDRcx2HvvkeiiKhbNwMyRmYzvcKEU7MDMHYiruY598GFUB48A2Sj/+F55da4jsXIN/9GScyd1rDc85Gt2wKC0OEt5bSGJWPzTVJrZ/K+Elr+AZd/URJ++69FLKFz6Nt+/JuLoMIPjun0mbfjfRQA+Sz7qW4LtPApB0+hWEncnHVS6AfjkB/njLWPIKK/G4HPTI8uN1xt94etG5vPbaa3UCgO9FIhFeffVVpk2b1uj0R40axahRo2oeX3LJJXz22WeMGzeu0WkeiQQB4pg27y3jvWW7ax7vKwzx3LtbuPuqUWg/6EsyNB++weMo/fDvVKyYiyunP7b3hxvQCCFE69M1f83GVlFvdpPScsdKCb73DI6UbLTkbMJbviTzqgcJJ3SreY2qKsfcVdayq4MTz641RHZ8g5aShWfkZKLHCADceimG5idmK/zn/Q3M/WIn2WleRvW7nKljuuJY+iKevidhaN4jznkwnX58g8ZR9unL1Wn2HIblTsQdyqNowV9xdR2IWV5IcN5MUqbfS7QRQz7TAm7SAscXGDUn07YpKI0QjhrkpPkkCBFNVlhYdxne43n+WFatWoWu64wZMwao7i1sqbkBEgSIo3I4FL7efLDO8e15pZRWxkj/QeVu4cCT1q16BQnbwpnTD1PztlZ2hRCiVUScqaRN+zWFs/6AfmAnKRfcSiShes3+yqjBup1BNueWMrJ/OkN6puD+YYvJdxRsyFtLZMdqtJRsjJID6FuX4BhwFqZSfyDg0kso/+CvJJ1yIUaogtWbHdx2bgZ9yOOVnRo7i7IYcub1GJoX2z7yqF9L0XBl9jqUbk5/TM2HrWgknXE5jl4noxhhzIM7MJyBI6ZzLO5oISE1kZIqmxS/k0SjmIgno8WHlFi2zYcr83hz8Tagevffu64cRYpPdrkVjZeRkUEodOTlhTMyMpqUfkVFBU899RSzZs1C13XmzJnDH/7whyaleSQSBIijsiybLhn+Ose9bg1PPS0qHquC4vlP4crui3fgaZR9+jIZfUdhpgxojewKIUSrcJqVVH77SXWDh6oSWr2QxKx+xNypvP9lLguW5wLwxZp9/PjCIZw5PLv+m15FQU1IxT96Mp6Rk6sDgKQsjHpW3Pme5fCReMpkSj9/Db04n9tHTUfbugS7vIArzr2LnZUxdEf6MVc9cutlBOc/ibvnMNzdh1K+5HUye59AONAbZcDZmLYCziSU3lnYduOWgXFHCtiZe5CnPtlGYWmE7DQft4910KtbiFhy70YFAlHDYm9hiC83F+JxqfTJSSLRW/f9KiyL1gQAAPsKK9mws5jTh1X3AlVGTQpKwyT6XKQFJDAQDXPllVfyxBNP1DskyOPxcNVVVzUp/QkTJrB27VouvvhiLMviqquuqjU8qDlJECCOyrbhpIEZvLd0F1URo+b41RMHEfA668wJiKgBUi+6C8vpw3AlkpnTDz2had3uQgjR1g4f2qMoCoqpY1aWkDrlF6gJyZR99A8UUycUNfhgxZ5a576/bDdjhmbhVBXcoTxMdxK6FsBTlY+leYil9EFJ6sHOEp1i14lkeRPIVJQjD+NxuHE4ffiHnkHp1wtxrJ6NDURPuJiXV0S4alLdhpv6RLQk0qbdjeXyYzr9ZHYfQsxfveLb4Tf9jQ0AAGK6wYtfhiksrb5hOhCs4s0NifwivRJsi+NdnySim7yyaBtL1+2vOZbid3PPdSeT8YO9DyKxujsUl1fpKAocLIvy2MurKKmI4lAV/t8lIxjZNy1ulwAVDXfRRRfx0Ucf1Zkc7PF4OOGEE5gyZUqTr/GLX/yCX/ziF01O51gkCBDHlJno4fc/PZXNuSWUV8YY0COF3ln+I1aW33eJA4QDPVsrm0II0SI0Kwy5q9G6DEWxYliFuzC7jsJ/zi3oDh82CkkX30NU8eEyLTKSPRwsDtec3y3Tj/ZdAFD0+oN4+40m4aQLCM75E1pSJoFJd7B8V5Rn31oHVAcc910/mj5Z1TfzDsXCPGxYjydWQtG8P5M8/nJUhxPL4URLzUFNCHDNBUPISnbR0M3hI4fNYWiJ+rrKk82ewq21ju0uiBJJG4nruwDAsuFAaZhQOEaK30NGkvuIAdDO/IpaAQBASSjK+1/mcv3EAbXOy0710rdrEjv2lQHV7+vwPmkoisJHK/dQUlG9w71p2Tw/dz2P3jqWgLv1bot0y8aybLwuR/WqO1T3crgcatyuv98RaJrGU089xbvvvsurr75as0/A1VdfzYUXXtjia/s3p46TU9GqFGw8lfuIeTOwHG66qUXkDE7G0Jq+rrZu2YTCOn6v86g7GGt2FPO7TXGcxGqtiX24759TFHCYUQy17SahCSE6Hy1STNm3n6DlbSJ2YCfuLv3xZfbDtgxc4RLsQAZK+UEcCZlEdRc3XTyc4vIIBSVhqiIG407IARtMdyLegWPxdu1DxeevYOtRks68gvywxp6DRST5XZSFYliWzZuLt/KbK0fi04NUbVqKa+i5mIoTU3VjaD4yL7+f4Pt/waoqJ23SLcTytxHb9zXpvfsR3bQEV9ehFDiy8HucaG14R5nggnNGZbNw5aEb93NHppOgmeholIV1XvlwK6s2Vc89UxU4/7ReTBrTE6dDJRTRCXiry6AoClv21L/s9NK1+7n0rL74DtvN162p/L8ZJ7B5TwnllTqDeqXQPd2HolT3SBwuHDXQdQta4ecjopus3h5k7uc7iMRMJo/tRf/uKby/fDebdgXp1SWRaeP70TsrAYX6/3Y2UFal43Y68LnUuF6ysy1omsa0adOatApQeyBBgKhDUcBZtJmC2X8iccwMXN0HUzT7MXyDxuI69XIMtfHbhBeUR/nL2+vYc7CCPl0SuWXa8DqTiwGcRjmRL9/EN+wscPkILXuDhDOuIeZOq/U6VzRI5Rf/wT/uMuxIJeGNn+M55VL0JkxiE0KIwxneDLy9hoOp4xo8luiBnSixEKGv38OT1Yvwnk0YQyay4UAlX23azapNB0kOuJk8rjfrthVy3sndAdC1RBIGnEThOzPxDzsTZeQUXv+6ivmrvsSpqUwa15uvNhwgryBETDfxlO2kfOV8fP1OxNr5JVYshmvAWMJfzUYZdhbJZ12FYpkULXgOK1xBYNR5RHaspnzFO6heP3tG/D/mr6vipouHku5vm8YRZ8EmzvFsJG3cAL7ZZzG6u4MTjJWYG3fCkInMWnQoAIDqXoH3l+8m0e9izdZCNueW0K9bEjdNHUZ6wE3yEcqR5HehOeoOLUryOTl1UOahAzaYps3E03qyfmew5vDpI7qQktDy8wIUBT76Oo/Zn+6oOWZa8Mi/V2J8t4nahp3FbNz1FQ/8+BR6ZdYd2hWKGLz16Q4+X7OPxAQXt04fzsBuyTKUSRw32SxM1GHboPgz0FK7UL7sTYpefxDb0PH0PRnT0fgfEtOGlxZsYs/BCgB27i/njcXbqW/vSMUyMStLCM5+jOI3/wej9CCKXfeVim1ilORT/Mb/UDznfzErS1HsQ+NAnXoFnordKIpdvRlOxR5cMdnATAjRcFq0FKMiSNmKd6lYvYhI7npsI4Z/7BWgOYkV7WVDgcKBkkjNDW1pRZR3Pt1O7y5JbNtXCoC7Kh+9MBdnSjahbz9l074wc78qxLRsIjGT2Z9s55Sh1XOoZpzoh3AFkbzNlC6dTckn/8GOVqJYBmZlKcVv/ZHiD/5B+ablpP3oJ6CoVKz+kPIV74CiEhp5Ff9ZWsT2vFLe+WznseYItxg7uRuByr1M7Bnm/mtHcd4QD97CjTj7nMSB0hgrNtZdfQ5g7uc76ZmTCMD2vDLmfLYDGxjcK6XWBmTfu/Ts/rjqOX4kA7slce91JzP1zD7cMm04l07o1+AN35qiOBRj3hc7ax6nBNwUlFTVBADfs21Y+GUu9XUErN1RxOdr9gFQXhlj5qw1lFbGWjTfonOSIEDUK+ZJJ/nMK2see/udBFkDmzRBLKqbbN9bWuvYltxidKPuzX3MlULiuMuwjRhWtIqkM64g5q277FbMm0nSmVdhRauwjRiJYy8l5koGQNPLCS99mcJZD+I8uBFXyQ6K3nyIio+ek0BACNFgtuLA23MYitODWVmKf9h4SMzELMmjYtUHJJ44kdKYk9355bXOq4wYOJ0OCkq+mx+guaja9S3J42YAUKrXbXlOS1C5f2ICQ9wHqdi4lMDIc6sbNzQX3hPOJepOJ3HspdimjlkRJGHAqST0PxlP7xE1aajdhvLJ/gBFZdU3hptzS9DNtgkDYs4kEs7+L6weo4nqoKcOJHnafUQ9mVRGjrxbczhq4DpsBbpNuSXohkV2spd7rxtN9+/mS/g8Gj++cDAj+qYdKal6aapC/y6JXDyuF6cMzCDgaZ2BEZVhHeOwv0VqooeCkqp6X5t7oAKjnskdO/fX/pxFdZPyKgkCxPGTIEDUy1W6k+D8p0BRUX2JhLetRF//IQ6r8RWNz+XgjFFdax0bP6obbmfdj6EnVkTwnf9DS8nG1XUQxe89g7tyf53XuSv3U/zeM7i6DUZLyaZ47v/hiVV38doOF1pyNtgWwbn/R9Fbj2AbMbSUbGy1cbuECiHij+30EPr2M8DGN3AMFas/xC7ajVG4h5Txl1P6xRt0DVgM7V37RjQnLYGSigg9s6uHJ0ZdaSSffhlFC/8OikpXv1Hr9S5Npa+5k275iwkte4PA4NMo/2o+3r4ngqJStujveGMFFM89VDdWrllEybK3iexcXZOOtfdbJiZs5OS+1dc968SuuLXqBpxQ1OCb7UE+Xr2P3IJQq/QQ6FoAi+obetu2iTqqb+BTAu56W/UBMpK9lH43cRfgrFFda34remf5+e/rRvP0L8/isZ+N48zhOUfch+FYWnsETXLATYL30O/P/qJKemYn1vvakwZm1jufY+SA2g1i6Uke0pMaP0xXxC+ZEyDqp7lRXR6SJ9+BmpxNybtPoPoC2GrTdlucMrY3SQkuVm0u4LSh2YwbnoOCjREqBRw4rDAoTnRnEklnXoEjqx+26sTK+xbDnVwnPcOdTPKEa1C7jUAxY5gF29Gd1RWqqXpwjrwQX2kBVVu/BBtcXfrjO+1yoopsYCaEaJiYmkDCSZPwn+bFSuyCu8dQ7OTuqOkDQA+Rcs4NJHXLwllkc92kwXy+eh/ZaQl0y/QTqorRO/vQHCXL6UV1eUmadBspKT34tXqAd9dV4fc5mTo6g16JVZjp52CGSnAkppNy9rXECveQPvlWLMVBzJVM4hmX48jsh+1woZbuoXzFPFBUUqf8AhQonvdn3EVbOaXvCfTvk8PYYTnYdvWQzFc+3MKKDYeG4Pz3DaPpm902c6jS/C4uHt+Ptw5by/97V503kH2FIXpkBxg7PIexw2rvs+ByKHTNTqSwsKJDTYoNeDR+OmUoT72xBqju8dAcKhnJnpplVAH8XidnjupS7ypJg7olcduME1iwfDc9sgNccFov2QlZNIpid7CZJMFg6JjbsHdkGRkBCgsr2jobAHiMUqLOJGxbwW2U1mrNaQpFUbCpHupo2zaugvVUfbuYwFnXUbXmQxyBNOh/JjhcNX/rw9forpveodacH/7fVbKD4OzHsI3vejAUlbSpv0TPGtKkoU3NoT39rVuTlLt50mqMzl5/Qst9vg6vW35YH9V6zqEQipgUlYZxaiqZyR4cPxhs7jHKiDoTsW0Fl16K4UrEVtTvbvhsXGW7wZdCVEvGbVdB8R70tP7YigPbrn19VVUIKBVEivYTS+kPCriKt4M/nagrtaaeBSgoi3DPX5fVyssZI7pw44WDMdtouFDUsPh6ayFvfLyN8soYXdITuPJHAxjUIxmnQ8WyqVWGw3XUusSyYW9hJWu2F1IZ1hk1IIPMVB9b95SwfW8pPXISGdY7jTR/3eFitcqsKNWfvU7+nYbm/1s3tg79oX379tUsEdq1a9djn9BAixcv5plnniEcDjNu3Djuv//+Zkv7cNIT0Ekd6cb4eES05JpWiKiW3FxZq6nMbarzhtNDJHc9kZfuwdYjpJz/MyzFUetH9mg3LoeX7fD/u41yit97GtuI4Rs2HtXjJ7TqPYrfe5qMax4m7Dy+MaRCiPh1eN3yw/qo1nOmjc+p0iMj4YhpRbQkHJaOpTqJOZNRbQNssFEBhWhi75rXRhUfpA367kJ1r29ZNs70bMrM6iE2ChBN6V+TscNz6tRUNIdSa0x6SqKnTVvS3ZrKuKFZnNg/nYhu4XM7cH23ys/35exst7iqAj0zE+iV5UdRDpVzzOAsxg3NbnigbtsdqhekM9m4cSOPPPIIu3btwul0ous6vXv35r777mPIkCFNSnvv3r387ne/48033yQtLY3rr7+ezz77jPHjxzdT7g+ROQGdkNMox7H9M1xmJe7KfWj7vkatdw2etmfbYCd3x9trOLYewRFIR+s6GKsZPpoRRyIpF92J/8Tz8Zx6GdrIKSSOmUbq1LuIuCQAEEIcmaYcWmXMgXGUVzYibSuCuW4+rpIdaIqJsn0JWv5alEbU05oVpfzrD3BHg7hiJTh2fI5mRep9bUqCi2vPH1zzONnvYtzwnDbvHbJt8DgdJPucNQFAPLBtu85739Z/C3FsGzdu5KabbmLz5s1Eo1FCoRDRaJTNmzdz0003sXHjxialv2jRIiZNmkR2djZOp5OZM2cyYsSIY5/YCNIT0Ak5qoopXPxv3L3XoOfvQPUlkjy1H1EtqdmuoSjgKs8FpxfDnYJWshMzqRuG48itX/WnY2NtX0rV9q8JnDqV0NcLqFz2Op4zbkCn6ZN3o4GeOE/uUpOWY9gkdNUprSdCiCNyxUqIrl2AZ8QFEC4ltm8TjsHnYCrNs9a+Fi6iZOV8Ql8vIGH4BEKrP8CRlEnKjD7HXU9rsTKCn72Gw58KDgdGyQHSuwzE8NQ/UXTcsCz6d0+iokonJ82HvxV3yBWiM3jkkUeIROoPtCORCH/84x95+eWXG51+bm4uTqeTW265hfz8fM466yx+8YtfNDq9o5FvfycUTepJ8jk3UPrRPwFIv/wBws0YAAC4zBClC/4Kto1vyDiKls8mfcZvMNIGH/vkw9i2gtZjBFkz7iaaPoi0nsPB6SXaDAHA94zD0jIVZ+frWxZCNCtVr6Ry4xIiu9dhhkpxZvYk0H8sprN5goBIQjfSpt5FcM6fCK3+ANUbIHXqL9FVDw5br66nGpqWJ5OsGb8i/5XfA5B+yb1EPFlHfL2qKGQne8lOlsURhDhe+/btY9euXUd9zc6dO9m3b1+j5wiYpsmqVat4+eWX8fl8/OxnP2POnDlMnz69UekdTfz0u8URV2U+5UvfQvUlVm8as2IuTqN5J09FVT8pU36BURGkfPlsAqdchJHat3FpudJIGHQqpq0STe5HNKH5JtcIIcTxivq7k3LuTzBKDmDrEZLP/QkxZ3Kzpe+wDcyygprHth6FSAX2lk+xt31+XMOPXNEgwU/+g+L0oLi8lH32Kq5oUbPlVQhxSGFhIU7n0YN0p9NJYWFho6+Rnp7OmDFjSE1NxePxcO6557Ju3bpGp3c0EgR0RqqGK6cvaZf9jtSL7kRNSMRWmrfTx2HrxPauB8sARSW89Su0aGmzXkMIIY6HSy8jWpALgCd8AKdZ2ah03BV7KPnwHzjTu6G4fZQs/Bveqrzmy2f4AKWL/40jMZ3k0y/BtkyK33saFZPKbz9B00MNT0zVcCZlknbJvaRd+t9oKZmgSie/EC0hIyMDXT/yJncAuq6TkVF3c9OGmjBhAkuWLKG8vBzTNPniiy8YOnRoo9M7GqkpOqGoJxPfuT8jggslOxUtcwBGM41l/Z5qRokc2EXi6Zfj6TOK4nkzIVoJcb5fSVXMZF+wEqdDpUuqD1cjN7ARQhwfDYPI13Mp3f0tKefdSHD+0/hPvgB16CSs41wO2HYH8J9wForqwJXVi9iBncT2bkIblI1hN/1nM+rLIXXy7ahp3VBMnRRVA1Wl/JsPSZ1+L5Hj6HWIOZNIv+BmikPV4xy9428k1kz1vaKAw4phKC4cdgxLcWLTtksrC9GWunbtSu/evdm8efMRX9OnT58mLRc6YsQIbrzxRq666ip0XWfcuHHMmDGj0ekdjewT0M40Zi1cRQGnWUlMTcBhhkFRMdXmvemvj9MIYTlcmIoLj1lBVAs0esJtR13v+XDlYZ0nZq1mz8HqVrwzRnbh6nMHHDEQ6Axlbgwpd/Ok1Ridvf50hw9SPPuPWJWlaGldSb7wLqLuxq0E5lEilC94htj+bbh7DcN/1k+Jqr5my6uiKLijhUQ3f0FozUfYho5tGqRNuQM1pSsRd3VLojtSgKX50DX/EdNqie+UooAzuJXozm/wnjSF6IZP0NK6YeSMaDeBQDzWJa1RZpvq3zPNoeB3O+vdo6G1tad9Ar5fHai+ycEej4fnn3++ycuEthZppuzgFAWcBRuoWPg0XqMYY+18rI0f4bBi9b7eaVTgCe1FVRXcVfm4GzB2tLA8yqdr9/PRN/vYur+cikj1eFVd82Mq1ZuZRByNDwA6i+37ymoCAIAv1uxnf3FVG+ZIiDhj6tX/ADsWrR6u+J3CiihfrD/A0g0HCVZEa53miR7EV7ETlxHCW7kXT+UeduZX8IX/fDYM+3+Uebtj7V+PtyoPVbFwR4twV+U3KouH9g2zUUKFlH81H9WXRMr4K1Gcbko++ifG7m9wl+/GEzlIyZzHiCx/Dadx7CFCGrWHKWh2/b8DDWLb2JEQoW8+oHjW7yhf9hZWVRkK5rHPFR1WWZXOvxZs5q6nvuDuZ5fx6dr96Gb7XGK8rQwZMoTnn3+ewYMH43a78fv9uN1uBg8e3KECAJDhQB2ebYPiTkAv2E3hS/dgGzFSzr8ZS627s6+qgrVzBcVfzCL1vJso/uwV3N0G4T3rxiMuxxkMxfjDP1dQ9d2Nf5LfxdQz+zJuWDZOtX20BrUXMb1uRakbUnkK0Ro0DCKbl6AF0kmadjfF859Cz12DOvg8iip0HnxhBZXf12MJLn7/01NJ8jlx22HsolwOLnweX7+TUYA9KSfz0MKKml6TAd268es+AWLzn8Z/8mTK1iwCbJKm3Ve9mdcxuCv3galjJPVAK9iEndSFmCsFI60Paef9BKOskPJvPiRz+q8wyosIfvB3FFVDcbqxqsowSgtQzNhRf7GdRojYN3PxDDmDWKAnrrJdRLZ+iWvkFHTt+JZuBrBRULoMw9NrOJHd69BSc9D6jCYqtw2dlg289ekOlq7bD0A4avDv9zeRmuhheK+Uts1cOzNkyBBefvnlFtsxuLVIT0AnYAWy8fYehW3EUH2JaF0GY1E3CLAscPQ5FVdOf4oX/AVFUfGPveyo6/HvPlBeEwAAlIVilIWiFJSEW6QsHVmfrol4XIfe964ZfrqmH/+PrxDi+BlouEZeSOaMXxIJ9CRl+r2oA87EshV2H6ioCQAAyipj5BZUDy2IKl6U9J4kj7mYqi1fEs79lg0VybWGTW3NK2e/ko2r+xBKP/onRskBks+/tUEBgJMYlStmE3z7Ucy171I0509Y+9ajqqAU76Xk09co/3ohRkk+sbIilJwheHuNwNYjWFVlaKldSDz/NmLu1CNew7Zt7D1fE1qziOK3H0XLW0Vw9qOEvlmIvX8dinL8DTaqYmNu+4LI7nV4B56GUXyAyOr30Jp54zTRfpSFdZZ9u7/O8S/W7sMRR5u4HY+uXbsycuTIDhkAgPQEdHiqqmDvXEXVluUkjplOxdfvU/HZS/jOuRmduvMClFgFRnH1l9yMVGCFilDS0o44lMftrK9HQcFVz/F4l5Xk4fc/PZUd+8twaQ76dU3C55L3SYjWomt+XGkBKKwg6k6vOe6p53vo1qqPKVjYoWL0YHW9aBs6fmfdHjyPBnr+9urXmAZm8T7UhGws++g3Rzou/GdeS+z131Hx5Rx8A09D6XUKlgUYUVxdB5B41nWE136EFQ6h6VXECnbXnG9WFEO4FI4yWVhRFJQeo/D2W094+0qK33saAO+gsShdhjVqTLdlK3i6DiFl4k0ovU7B2/8UVH+a9AR0Ypqq4HY6iMRqD/lK9rvbxbwA0fwktOvgLMtG7TqM9Ol3o55wIWnT78V/2oz6AwDFxizMRfX6ybz+MTw9TyC6ex0OM1pPytV6ZwcY1ufQxLoT+qfTNd1PemLLTzzuaGwbMpM8jBmcxUn900nyNd+GZ0KIxuuVFeCEfoeCglOGZNEjq3qirWaGsStLiORtJfW8n5I8ZhqDXflkpx7aTOuSCf3IVkswq8rIuPohEkadR3jrVziMY/eIqpgY+zdjVpahaC7CO9egVlTPJ9Azh5Aw4UbM0gN4+5+Mu+/JlMz7P8yKIK6cfngHnIKtRwjOfhRv7Ojzt3QtkYQTJ9Y65h95HrrW+AmQEV8OZq8x6LaG3mUU0cSejU5LtH8Bj5NLz+lf65iqKpwxokunXlAgnsnqQO1MQ2bAu+woMcWNioVixTDVhq/LqWLg1ENEnck49TJshwtDPfrOkVHDIq+okqhukpbkISPgobmnA8gqD/FDyt08aTVGZ68/4cjvc9SwyC+uQlEgJ9WH67DhDU69As2OEHWl4jJDKLZF0EokP1iF162RmezB6QC3XkZES0Yzq1AsHd157J3YHVYUa9PHWNFKfCecS9miv+M/eTJ65lBsGzyVeyl87Q8oqkratLuxy/Kp+PZTAqMmoiVnEN71LVpKNlpKDoY7pd5VgjIyApTv+Jbg7EexYxEUhxPb1FHdPlJn3EPU36NJ72l7FY91SUuXOWZYbN5bymer95Ga6OHMkV3onpFQPWGgDbWn1YE6E+nX62Dclfuo+OJVEs/5KcaBbRhFe3GMmIx5jBv571loRL/rVm7IDxhAghplYPRb1C5DUKwQVt5arG4nHtfW9kII0ZbcmkqvzPqX2dSdAXSqbwoijup60Qf0zTl0o2DbENGSATAcPuqZdlUvU3XjGHIuqmUSdnjxT7wN3ZFQMwTTdKfiG3o6Vd9+StGbD6H6EvEPOwPV6eLgqw+SeNpUVF8ShbMexDdkHK5Tr8D4QcOP/d1KPrYewztoLIFxl1Hx2SuEd36DHalECRD3q7eJhnFpKif0TmVUv3Rs265uNJDPTqclQUAHpBfkEpz1W6xwiIQTz0dr4S+oFiml6OMXcWb3xY6EMEMlpF3eB9Pd+B3xhBCiPdI0FdO0mzQGWlHAYVShRUuI+buBCa5IkEhCV2Jq7VZVXUvAf+p0wlu/wo5WYVWV40jugp3SHWdGN8q/fAd4B1QNz4DTiNXT86soCnrWUDKu+B0kpBBWE/GNv47EMRdT5e0qN3HiuJmyLGhckDkBHYzuzyEw+kKscAgUlYSRE6my3S1ax0cTckidcgexvE3oRXtJu/hXNRvZtAeHr3zRiEUwhBCCqGGxcmsRj/zna+Yt201p5bHX2FfV6ppXUaonGAMo2LiLt6F/8w5Fs/6AK3819pbFFLzyAM6D6+vUUU4jRGjZG9jRQ3uKlC7+N3a4nMSxl9Yc8/Y7CTu97xHzYtsKtstPxeJ/4QkfgPIDhL75EKcRX8NlhBANJz0BHYyzeDtFX8zCN3gs5Y5U3ly6n8XrN9KvWzKXTuhHRgtM2HVFiihb8jqKywOmSfnyt/BPuJGYK7nZr3W8HLaBum8NanpvYu7U6h9ZfzpRX05bZ00I0YGs3Rnkb7O/BWDz7hK27CnhzstG4DhCy4IrVoy+ZQmuIRNQQoWYJflYvU7DaYQo/XwW/sGnYlsWhXP/DICWnI2SlF1nWI4jWkp4ywoUp5u0ab+matNSwpuWopQfIPjhP0HVcPgSCW9dgTO9G44h5x15R3jLxCjOJ/jGg9iGjqv7ENyWbO4lhKifBAEdjO3PIuX8m1G6n8iStQXMXrgNgFWbDnKgqJL7bzi51oS3ZrkmCo6EZJLOuwX0CJVrPsRuJ03uroq9FLz3DM6MnvhPuoDgB8+jJWWSfMn9RNX6x/8KIcThHA6VT1fl1Tq2cVcxJaEY6YH6b7iVcCnlK+bh2v0tetEenNl9CXQbTlRLIuX8m6lYMgtf35FUbVsFQNKZVxLzZtQZmhP1dyN12t0oDo1Ycm88o3Nwdx2ImtoF1ZdI8nn/hRrIpPS9mTgSM7DUI/9sx3yZJJ15JcF5MwFIHHsJkXbQWCOEaJ9kOFAHE3MmYfYci6V5WbahsNZzeYUhyir1I5zZhGu60/Cd9/+IJnQlltIX7/gfN3hScUuLBboQOG06emEuJQv/huJ0k3z+zyQAEEI0mG3bDOhZe0fUxAQXPvdRbriT+5A84Rpi+duw9RgpP7qRmJaIZlYR2b4SLSmdqm2rUH2JoGoUv/8srpLt9Vwb9LT+RJN6V/9fS8DsOYZwQg9SL/sdsbRBRFypJE35FVaP0fVuBPk9d+W+6ut0G4yWlEXx3CfwxIKNf2OEEJ2a9AR0QN/P2D9pUCbb9pbWHM9M9RJoobXpv993wLZBVxq+JGlLsxQXzvRuNY8d3kTwyNJfQoiGsyyb8SO7sGVPCVtyS0hMcHHHpSOPutmfqyyX4OevVS/dWVZI4eL/UDrkEtLSkvEYOs6UHLTkLJJOuRDVl0Tww3+AVn+vwg+HCH0/KTniSKw5FtWO3fBiuFNInnANarcRKGYUq2Anuqt9NNg0lGbHMBQXAE70o+5oL4RoGgkCOijbhjFDswmWRfjk6730ykniJxcOwaM1vXNHUZTqiW6WjqVo2DZoGBjt8OPirsil8L1nUFxefP1PoXLDZ5QteJqkC39J1CG9AUKIhklJcPHLy0dSGorh82gkuB1HX1bTnUDC4HEc7HEOVvF+PFX5vP5FHv176Uw/7XwsRSO554nYDjc6DtKufKjmpl5TTAy78buJK1gotoWlVNfJll694aPh8KH2HY9h2eAEpWdm05cGVaAqaqIoCqpi4XRoqN9NhFawj9ozcbzcFXsIr1+Me/QMVCNM5YrZ+MZcRsyVWu/rY7rJgdIwxeVRfB6NLmkJuBztY6iqEB1Bm9zVPfPMMyxYsACA8ePHc/fdd7dFNpqdy6pCd/iwbXDZYWJKw9bu/56Nze59JURjJjaQ7AHHYS1HLiLE8KBgo1lhAh4fV0/ozsWn98TldKKYEXYcqMC2LNxuJ163Rk4ACkKgAMl+Fy67Og3NDqPaFjE1oSZdgMLyKCs2HqAqojN2QCLpAQdVlovU8F7cKVlE3Wn1Z76NmN50Ek44G++QMzADOTiSMnBm9iamtf3mJkKI5uO0wujf7YdyeJ11JFHToiwUIzHB1aDGEc0Ko6ou0hPdeO0KorYXh22i2BaqrRM0PER1yPFb6IqHIpKJDLmUdz7dyebcCJmBDLYfCLHjQIRzT+6G1+lAUTRcoX2YB3ZjZ/XGpwRRNCehdZ/iPnEKscOGVSqKQnlEJxo1SQm4jjghWcFCy1+LFa1C7XUaTr2Mog/m4xlxPrbqBJSaRRsaEgAYlk3Jd4GP/weBT2mVzser9rLoqz04NZXTR3Yl2e/i5EGZZJetxzZj0OOU4woEwrpJRZVe/Xt0+IZtdozwtx9Tuf4zzMoy9OA+zLICvP1ORumWVmvJ1uJQjK15pRSXVwc/X67PJ68gRJ+uidw6/QRSE1wNzo8Q8azVg4Bly5axZMkS5syZg6Io3HjjjSxatIgf/ehHrZ2VZuWKlRD69EX8o6egOJxULH0d/9k/JdbAm+aIbjJ3yS4+/GoPDlXl/DE9ORis5LJx2aRnpOOqOkD5xy+QdM5PMcsOEtm2Et9p04lu+AR/IB16jOKVxblEcFEZ1vl6cwFup4PLzh3AohW5FJaGuWRCH840lpE6fBxmcA9V21eTOGY6JYtfJPHsn1CoZvDQi19RUVU9r+DDrxQuO6c/sxatZWjPRG6eBP7mX3yoSXTNj+vUy4l+12XsGHoeuurEtqU1SIjOwqmXEf7iP/iGT0D1JVH2yb9JPPdGop7Mel9fWB7lyTfWsr8oRHqSh59cNJRQlU7/rkkkfTdk0m2UVW/apWp49GIq136EK6MHnvRulC7+N0ljp2NWlmGWB6ks3ENl+kjKCeDf/xHbB1zDX+ZsJBw1GNY3jdOG5fDhij0AdM1IwKWpaOgYa+ZT8s0HJI+bTnTLcipWLyL5zMsJ71iF4vLiOHEapq2iKPDt7mL+OvtbwlGDEwdlcN3EQSR66w6F8YQPUjD/abAtkifECO38mkjuemIFuSQMPJVw3lZ8Z92I3oCd5EsqdZ6ft54tuSUEfE5uv3Qk/bsEsO3qJVP/Onsd2/LKgOqdZD/4MpfThuVQVhFhctVirH0byLiqK5EG7ki8v7iKJ2atobg8QrcMP7dfOqJmRTtdceE+5RLMyjIiO1cDkHj65VhdRtQKAAorovzPP78iFD40/+3Sc/rz3tJd7NxXzvNz1/OrK0ahNfe29kJ0Qq0+MTgjI4N77rkHl8uF0+mkb9++7N+/v7Wz0QJUwCY4+1GCbz2MbejHtWj9zvwKPlixB9sGw7SYv2QX3bISeXNpfnWDtqJiVVVQ9PrvKX73SVDV6ms6nJR+/C/2rF/HR2sKSU308PXmAgCiuskrCzdx2vAcTMvm9Y93kO8fTOGbDxNc9C9sI0po7SLMiiAoCvsKQzUBAFSPk62KGABsyC1n6dbKdrkOv3HYmFFTcUkAIESno4CqEpz7fxS98SB2LAxK/T9fumHy5ifb2V8UAqCoLMKsD7fy1caDPPqfrwlFDVyxYsreexJ1z1e4ircTfON/8HbtR8nCvxHevhIrFqbwnZkEP/gHlm1hWgq+5X8nZ9UzlGeN4um31hOOVteN63cEcTkdeFwOkvwufnxON5yKhYETT7/RKJqL0iVvUbF6EVpSJhg6akIq7qETMO3qMhRXxnj6zbU1aX6zuZC12+uf0Bv1ZpB8zg0AlH7ybyK561G9fhL6j6Z02Rz8J07CcBw7AFAUhSXr9rMltwSAiiqdp99cQyhavaRoXlFlTQBwuBUb8vF63ejp/Uk84wr0hOxjXguqexyem7ue4vJIdfqFId75fEetDlvVCKMXH7of0At2o5qRWnleufFgrQAAYOHy3Yw9oQsAW/eUkl9chRDi2Fq9J6B///41/9+9ezcLFizgtddea/D5aWntdZx3AOeYizmwex02kHL6dBK69qx5tqi0iv1FlaQmeuiWWXfiasWWwjrHTNNi+74KXB4XgdReMPZiit7/GwDJp0zG06U7Mdd4QivnY1ombpdGVaR25WjZYFqHqtmQK52M78aPJvQ/meAn/yFtwrUEuvYmVa9b4TsO667dllfGNZNabtJtRkb8TeiNxzKDlLuttN/681gCeE6bQnjrCmzLJHnsdPxde5FYT6tEeSjGzn2167K8whDD+6WzatNB8ovD9OifitFrGCUfPA+At/cIXKldQFEJrf2YlPFXEVxY/ZyV1psyT18Stn+JHYsQCvQiZuyolX6ooorfXZj8/9u788Co6nPh499zZp/JZJnsCZusYgREREVBFiWiQRZFBb2oxdtXrS2320ut5XbxtS16e0Wteu29Vmtr+7oU0UoFrQhqQUGQRZEdExISkpB9JrOcOefcPyKBQIQEJwszz+cfMoeZ3znPZObJPPPbcNTsI6WsmNTBt2BxezFShhIquJymrasBSDp/Ak3b15A+9RskHff3oepADVq07Q6tpVVNZGYOoT2abSxNH72K7q9vafe88QR2bwDTwO5ykpzRsdfZnuMWloCWQsCg5XW6s50CAFqGGHmdFuzle0m+7B7svo71dlfWBjhU5W9zbF9ZAy63Ha/HgR5upvr9V9Ebqki7Yh6RygMEdm/AM+QiMi+Y0vqYksMnb37W1KzhOm4lp6jZ8++1rhTPsZ1KosbdlXpspufevXu56667WLRoEQMGDOjw42pq/BhG7xvs7QxXcWTZw9hzB6PYHFQtX0rGvF8QcuUSCOv89q/b2FNaT5LLxuI7LiYrpe24mvwMD4pybAyn025BUWDqhdlEwxr+6n0cWfnfuIZeglZZTOUrS8i4cTF1q/4LxWoj16Vx4TlppHrbfgOUkmRH01q+2bFZVTKb9+McNBq97jB16/5KxjV3c2TFk6jpfUn3nsONU4bw1zV7MU24YEgG1fXHvlG5YmQW1dVds/tkZqa3y9rurRIxZpC4Y9XWmeit+fN0nFoNNa8swZbRF0tKFtUrnoDkLELu/JPum5npZerFfXnpnb2txy4tyGH7viNAy8o7dQGw9x0BG/7W0v7AC6j94CVUl5f0qXdQveJJnP3PR/fXYWssx7vp75gpOejJuaSXryMvYyDlR47lxosGenCv/QWK3YF7/kPUBlQs/lrYvZqmrauxJKVihEPUr19O2oSbOPLW79FVO1r6MEwTkl1WctM9VNQEWtscPaz9fGvXGvCvfbalAFAtYOg0bl5F2pW3ESzdTe17/x/P1HuJdGAVt0mj89lx4FiPw7n903BZVaqrm0j7irGfLoeV4b4Q+sYdVL32GN6r7/nKibvHUxWYeGEf1mw+th/D1LH9CAc1Qs0tuzO7L70J56AxGHkX4Bh8GY6Bo9FzCto8D2POzeLjnZVt2h6Qm9xaYKiqgtdpjdscI/kzdu2JHioCNm/ezMKFC7n//vspKirqiUuIOc2eRlrhN1EyBoKiYlbtJepoSYxV9cHWb1z8QY3iw41kpWS2eXyfdBc/uX0sb20owWG3cu4AH2o0woWDfBiGSdSVju+aeyD3PDxaM2ZDBSGHD+/lN6HY3RieLOZnlFGmJ/HtOSP5YFs5vmQnl4/MZc3mMiaMymPq2Hz6R/fBiG9gCVRhBOoxc4bju/Zb6J4srKrCtIv7MHZ4Fno0ipMQ7+9sZMQgH1NGZnLeCetoCyFEd4jYUkmb+q8oaX0xLHbcw3YRdX71B88JI3PxOG18+FkFA/NTCEV0SiubuHBYJn0zPTgitRz52yM4+o/Amp5P3ernyb75J+g2D4bDS/pV38Ca2Q8zGsEIh0iedDulWioH63TG+Wr5/sgRrN1WScnhRqaOzqLPzj9hzxtEpOIA/vUv47zsVqJWF7bUXKy+PJIKxqM6PDRs+BuWpDTMUACj8QiKbzAmFpxWle/NvYD3t5a3tHlxP4bkJbcbmxINEa0pbylYbvgx0cN7qXvnObTaKrzj5mCgdqgAABgx0Me354xi7SdlDO2XyuUj8lrH0melOLjpyiG8vHpvm8d885qBDMh1UOP1EW2oQomGoSPzcE2YNWEgueketuyp4rIReVw4JKPNeP+w3dc6CVi32lD6jWvz/wAFA3xMHJ3Pe1sOAZCZ6uLykXn85e1dAMy6YiAZyQ5ZGEKIDlDME99hXayiooLZs2ezdOlSxo0b1+nH9+ZvshRFaU1Yx/9c64/w7//zUet4z8XfGMvAbO8JjzVxNBTjzO5HuKEGbG7CliQM46vab+k1UBSwRhpBUYnavDgiNWj2VKx2O7puoOsGqtoyX0HXzdY2jvait7ShnJRoj55PUVq+WdF1s937xEoifruRiDGDxB2rts5Eb86fp3N8T+nxP5/o6POsKC3DGf2hKAcr/VhUhfwMN05by0o2zsYvMFw+DIsda+Mhoqn9W+cXqaqCYRzLky3/KihKy3HTNFFVBVVVsPgriexZj31EIWb1AUwtRLTPaExTRVFMXFodRnMDpisVi6KgGwZKsI5IyoCTVtU52mb0hKFBJ3KEqkDXCHvyUYniDpQScmYTtbjP6Lm1WtV2c3zUMCmp9LP7YB12q8rwfAd9s1MxFBuOYCWYOmF3XqfOdfT3croYT8UwTaoaQtQHNIoPNbBs7T7SvA7mTBnMyIHprb/jeCT5M3btiR4oAh588EGWLVtGv37HVhOYO3cu8+bN69Djz9Y/YofrgxRXNJKV5mZAtpcTFy6wGiEiG15CO1JKtLYc38wfEE4ddNp2bUYzwfefR7FY8Vw4jZrlvyFt6p1oOSO//vrQ3SgRE1sixgwSd6zaOhNna/7sjPaeZ0VRqA9ECISiZKQ42ixNGQsWxfhykq+JgoF5Bmvnq0rLHC4ABROTji9w0NXvqVMVXT0pM9PL4apGQhEDm1WJ+e+1N5L8Gbv2RA8MB1q8eDGLFy/u7tP2uJxUFzmp7e8b4NTqiNhTcBVcga3scwJ6FLztL313oqjFhfu8CdS8/gjNO9dhTc9HSc3rlQlbCCG6y7HeUoVPi2t58q/bCWs6A3K9fHvOqJiuJX90lZ+Wj++dLwDsWj3RfR9iHzoBpbkWvfYQRv/Orb/flXrz3xOLouBx9I7nSYizTfyXzb2cI1RF7SsPYCndhH54L01b/kHKxUXQWNGhx5umgprkQ7F+uc26Lw/jy+XhWrqwjw4f6sVZXAghYsARKCN0aC8WRcde/TnOaD0NzRpPLWspAACKK5r48LPDKL1ovWM1VE/DumU0vfUENa8uwb/tHaya//QPFEKIr0GKgB6m25JwDhlL7ZtPUbf2L7iHjoXMIWhpgzv0eIcZouHdZ7Ekp+O75lsE921GqdyFqoK9/gC2w9uxKRqWA+taxnAKIUQcshNEr9hN05Z/oH7xEXrNQYIfv0YkFCQU0dvct7iiEbWLNpM6k3bDyQNIu+oOImW7MMPNpE27p81uwkII0RV6bIlQ0UK3uLDnDCbA2wA48oYQsSdjmqeuz1zhakKOdHTTJG3y7ehWJxFnBpnzcom6M1D1CKE9H+Hf+g6uIWMI7vmY1KsWoAzKks20hBBxx6qHqP3sfbSqEtxDGojUV2N6fGTb/Qzvn8bOLzfFApg4Oh9dP/OJqe2JGga7yxrZtKuSATnJjB6S0e6Ov+1xNJVx5L2/YEnJRG+qo+mfL+GaMB/N1v4KQUIIEQtSBPQwZ7iKqrd+h3vkFBQUjrz5NFnzf03Qmf3Vj/GXUvXSL/BdfTdadQmNu9bhm/PvmKZCKKlv6/1cF80kFAjgd2XgvfAaLIMuQ5cCQAgRh0IWL2njb6Rm9fNUpY1idbOX/eUaVx9UuHNGAZ/srqbkcCOXnp/LsD6x/3D9eUk9j760FYD3OMSn52Zyz8wRWDqQck2bA9egMbgvuQGz8TBaxV4Ma/vr9AshRKxIEdDDQo4sMuf+jKgrA4DkCyYTcJ56UrDu8uEePp7aN58AILXwm0SsbWe6WwyNssO1vHB4NLvK/IwblsL11VV4M3KhE6tOCCFEb2eP1KEoJmY0gmPSnfzXG/WUHakF4L9f/5x7bxjJ1DH5qGofdD3286OsVpV3Pi5tc+yTXdXUXxki3Xv6NfvDjkycE24nbFohPRWLbxC60rFeBCGEOFMyJ6CHmSiEkvoRtbiJWty4+g4/7dJwpqKiOo6tB63aXZhK219lRLHw+7VVbC9uJBI1eG9HHf/Y0YzSReNghRCiJ9iNZvxrnqN53YsYIT/lZZWUHbebL8CHn1WgqmprAXD8pOBYzA82DJN+2Z42x7J9LjxKqMNtaOax7+SkABBCdAcpArqQooCzqQRnuBorEZz1+3AYHVvxwRk8jKO5HFUxcTcV42rYj6KAw1+KPVCBf/NKUq9agHvEZOpXP4dDa2jz+EDIYPfBtsc+3n0ErQu+BesIp78MR6gaFR1n/T6sevPpHySEEKcRUd0kjZlG895N1Lz9LMl2gySXDZtVxeVo+WA9cnAmhmEQ1HS27K9h2QcH2Hqglq0HatiyswxLzR4sZgRHuAZnY3GnCwPDMJk8pi95GW765XiZVziMMedmsbU0TFMo2gVR9342PYCzfh8qOo5gJY7AoZ6+JCHECWQ4UAwpivnlesoKqmJgjwaoXfEYqsODa+Ao6jauIKPoXhxp+afcZdFOmKb3/0yk+iApk24lWFVM4ydvkzZlPjXvv4hnxCSyb/sVIUcmzv5jcF9wNSFbWps2PE4LwweksbP42GS4SwpysKlKt6/57DAD1L/1FKZu4BkxieoPXiR91g8h6/zuvRAhRK+nKArhqIHVAuppekUdhp+wmoRqd6OoFkzdIKl+Dz+YNxelthSrHuKzQDqTfeVYw1ZWbGlm2Zp9rY+fMWEgk/sEqF/2H7gvnkWgZDtGoBbfzQ8QsnRu3kCOU+MnE032kcfSZbtbj194bhb3zCzA0ouWJO1qigJK1R6q33iMlIm3UrflLSwuL8kzFhFW2t8vRwjR/aQnIEYUxcRa8Sm2ys+wE4YdqzC1IOnXfRftSCmNG1eQNGoKTZ+uBf3U3wxFcOCdfAeYOnVvPoUlOQN7/mDq3nkO1ZWEc9TVNDtzMRQrmsVD2JVzUhsWRWHB9AIuOS8bj8vG1Zf2Y8qFfXpk05ew4iH12u+gN9XQ8MGLJF04DT2jY0ugCiESR0gzeHfrIe7/3Yc8+sp2KuqCX3lfR3MF9ct+iTtUTsOa57Fl5JM+/ds0797IMEc1+TUb8H70NFPVj6j/++NoBz9j4462+698+GkF/zzkJHr+dJo3voZWeQDfjB90ugAAUPQQ9vKtrPu8rs3xT3ZVUdMY7nR7ZzPTBCN7OJ4Rk2l4788YQT8pV98jBYAQvYz0BMSIRQ8R2r+J5s//iSN/GOGynaT78gj761vvEy7bTcr4G9GS+xzdw6tdCgZ6zUGMYADF5kAxDbTKEgD0pjrM+grISD3tNaUn2fk/MwoIRw1cNgtmN1cAqqnBl3MVokdKsOcMJHxoN6EDW0k9/0p05+knzAkhEsfnJbX8aeUuAGobQzx0eDO/vGscHvvJO8KaVgeqy0vlCz8l5eIiLKnZGDkF5N3+K4KWVDzjbiJcugv/J2/hHHwRDLyUyLtb2rSRluykv0/BuuPT1mPh0h1Yzs3p9Lj8iCMDzxW3kb2uqs1xu1XFYUu8HW0t4QZCJS3Pq6mFiFYdQO2X3mt2QRZCSE9AzERVF0njbkR1uAmX7SRp9NWoWYMJf7GF5IuuwTd1AUYkiNF4BFvN3lO2pRoRIof24Bkxmcx/+TWGFsKWnkf2N/4T1+AxaJUHsJhah65LAZxWtdsLAIsZhX0foHyxHrsZQgk3Y8/uT/ZtSzANHYL13Xo9QojeTVUVPjtQ0+ZYYyBCbWP7k2s1eyqe8yeCEaXho9dRU3KIqi6ceYMxFAvawe3ojdWoTg+hL7ZirS/h7tkjWj+Qu51WLj4vmxQzgCXSRNrcB0iZeCvh0s9Ro1/dA3EqIcXDhFF5ZKY6W2P61xkFpHoSa6KvogDNdSiqhazbH8Z7URHh0p2oemL1iAjR2ylmd386/JpqavwYRu+7ZKsRJLL5dQJbVmHL6INWU076rB+Arx9KQznYXVicXiKHdqHmDSdiS223ncxML9XVTVj1IJg6UWsSTr0R0zQJW1OwRhtBdRBVe/ca0s5IDbV/fRDdX4en4AoCn/8TxeYg4+afYdrdhE/obj8adyJJxJhB4o5VW2eit+bPozbsruJ3yz9rve1xWvnVPZfhdZzcae0KlFK/+llSLplB49Z3safn4SqYSFK/YdRU16HsX4feVItrxBSa3v8z7hGT0TLPpS4Qpa4pjC/ZQSSiE44anJOsodlSsJgaqh5Es369fQSCEZ3K+iBJLhsZXjtdvSxzb3xPKYqJI9pEyJKM1QiiGDqaNSmm5+iNcXe1RIwZYh/3mebQeCNFQIyoGKilH6MoKmpeAaFP3sA5fAJhT9sJwKqqnPL64+kN7gwe5shLP8eMhACFzHk/J+Tt3+594ynujkrEmEHijlVbZ6K35s+jmiNR/rGpjDfXF5Pjc3PnjAL6Z3ranctkMyOo5duoeet/yJjxbzRtXolp6GRf/0PqghZUoihGFF11YjOCaGr8jkeX91TiSMSYQYqAriJzAmLEQMXsOxYAExXb2BtaNn4BHOEj6FYXUYsHR7CKkCPjtHsBnO0UTPSGw5ha5MsjJlr1QVRvHxkTKoRol9tuZeblA5g6ti92i4r1FKuZaYode9YQbLmDqX7tEdLGz8GaPxzV4cJT+wXN7j5YzDDWcDVhR2b3BiKEEGcBmRMQQyYq5pdPafRoARBtoP5v/0lk03JsldupeuHHOBqLe/Aqu4dDq6Vu1dMoNgfps36AJSmN+nf/gCNU3dOXJoTozUxw2yxYO7SxoYKiWki7/AYaNq0kvH8TTVtXU/mXn+Oq20144zLq31iKI9rY5ZcthBBnG+kJ6GIRazLJl82h9u+/JbDtHVxDL0F3Z/T0ZXW5sD2d9NmLQLEQSemPb/aPMAN1hFzZp1wZSQghOkJRgJoviBzajXfsDLwjIzR89BoAnuGX07h5FcH9n+CbvpBIjMeii7OfokBTKEpEM0jz2GOyc7QQZxspArqYiYJiP7YUpuJwYyrx3wFjmhBOGfjlDQi5clDcOT2yT4EQIv6YJujZBWTe8v8IuzKx+I+0/p9id2IG6o79LJ3e4jiKAp8V1/P08u0EQlEuG5HL3CuHkOSUj0QisUhm7GKOaAP17zyLa9g40qbdQ/Ona7EGKnv6snqEFABCiFjSFRtBZzb2SD31a/6EZ3QhaZNuwb99DSmXzMQ19BLq33kWh97x4UCaYVIXiKD14gnU4uup9Ud47OWtBEItG3eu/7SC7ScsTytEIpCyt4uFrSmkzVqEYXMTtSaRNb8fYVdWT1+WEELEjZDNR/pNPyVqT8abmoQj/1yCnnxc4/PwaM0nLUn8VY40hXl6+accKG+kX7aXb90wkqzk3r0cs+i8pmaNqG60OXawsonx5+f06tWzhIg16QnoBmFXNprVi4lC0JUrq+MIIUSMhVw5RC1urE4PAU8/DCxoVi9hV3aHHm8AL7+7jwPlLb0GByub+NOqnejymTDuZKY4yUhpu2P9qMEZUgCIhCM9AUIIIbpMc0SnrilMmteB2957vwAJajr9crxk+dz8c+shGgMR9h6sJ6zpMb1ui6lhD9cQcuVgC9eBqRNxxP9iEb2Jy27hh7eO4Z2PD1JWFWDapf0Ykv/1NogT4mwkRYAQQoh2NQajbN/fMlZ65KB0kl2d+5NRXhfkP/68mQZ/hJQkO//31jHkpbXdtEvBxNF0ECMpCzVQjeFIIWJLiVkMHVHjD/P4K9sorfTjsFu4ftJg/vbBAS49PyemBYCigOXw51T//Ql8M/4N/+aVmFGN5Gu/S1h1x+w84vSykh38y9ShKIqCfsLQICEShRQBQggh2vXKmr2s214BwOUjc7mzaHiHl/jVTZPn39xJg79lw8AGf4Q/rdzFD+ddgOW49RitejP+TSswQgG0qmLSr/8RdGMRoKoK728tp7TSD0A4ovP6+/u5c0YBg3Jjex2mCaQPwN7nXGqW/wYsVjLm3E/E4palk3tAy/AfeeJF4pI5AUIIIU4SNU32H2povX3gUCN6J8ZMa7pJebW/zbGyqia0EwbZR60e3COmEC79HFtWf4yk7l04QVUViivarh7UHIrSNzOp0z0fHWNiGvrRHzF1vQvOIYQQpydFgBBCiJPYVIW5Vw1FVUBV4OarhnRwF98WLpvKNeMGtDl2zbgBuGxt/+zY9Gb8m/5O+qwfojqSUJsOx+LyOywaNZhyUd82x0YOziAtyR7zcykKUFuCVrGPjBvuw9H/fPwfLcOmN8f8XEIIcToyHEgIIcRJTBNGnuPjoW+NByDda+/UXh+mCZNG5+NLcbJ93xFGDs5g5MD0k9qIqG6SCu9Bs3hwpZ9D2NL9Y+PP65fG9+eN5qPPDnNOXjIXDctqM2QpVkwT9KzzyLj1QcLOLJIm5YChE5H5AEKIHiBFgBBCiK+U7j3zb8TddguXnpvF5QU5p5x8GVE9YIJm8Zzxub4Om0Xh/P5pjBrowzDMLt3YUFds6I4sMCFiS+26EwkhxGlIESCEEKJLnS2rr+iyKYAQIoHInAAhhBBCCCESjBQBQgghhBBCJBgpAoQQQgghhEgwUgQIIYQQQgiRYKQIEEIIIYQQIsFIESCEEEIIIUSCkSJACCGEEEKIBHPW7ROgdmLb+rNVIsTYnkSMOxFjBok7Uc/fXRIlzuMlYsyQmHEnYsyQuHF3JcU0u3JvRCGEEEIIIURvI8OBhBBCCCGESDBSBAghhBBCCJFgpAgQQgghhBAiwUgRIIQQQgghRIKRIkAIIYQQQogEI0WAEEIIIYQQCUaKACGEEEIIIRKMFAFCCCGEEEIkGCkChBBCCCGESDBSBPQwv9/P9OnTKSsrA2D9+vVcd911FBYWsnTp0h6+uq7xxBNPUFRURFFREQ8//DCQGHE/9thjXHvttRQVFfHcc88BiRE3wEMPPcR9990HJEbM8+fPp6ioiJkzZzJz5ky2bduWEHH3hETLoZI/JX/Ge8ySP7uRKXrM1q1bzenTp5sFBQVmaWmpGQwGzYkTJ5oHDx40NU0zFyxYYK5du7anLzOm1q1bZ958881mOBw2I5GIedttt5lvvPFG3Me9YcMGc+7cuaamaWYwGDQnT55s7ty5M+7jNk3TXL9+vXnJJZeYP/rRjxLiNW4Yhjl+/HhT07TWY4kQd09ItBwq+VPyZ7zHLPmze0lPQA96+eWX+dnPfkZWVhYA27dvp3///vTt2xer1cp1113HqlWrevgqYyszM5P77rsPu92OzWZj0KBBFBcXx33cF198MX/84x+xWq3U1NSg6zqNjY1xH3d9fT1Lly7l7rvvBhLjNX7gwAEAFixYwIwZM3jhhRcSIu6ekGg5VPKn5M94j1nyZ/eSIqAH/fKXv+Siiy5qvV1VVUVmZmbr7aysLCorK3vi0rrMkCFDuOCCCwAoLi5m5cqVKIoS93ED2Gw2Hn/8cYqKihg3blxC/L5/+tOf8r3vfY/k5GQgMV7jjY2NjBs3jieffJI//OEPvPjii5SXl8d93D0h0XKo5E/Jn/Ees+TP7iVFQC9iGAaKorTeNk2zze14snfvXhYsWMCiRYvo27dvwsS9cOFCPvzwQyoqKiguLo7ruF955RVyc3MZN25c67FEeI2PHj2ahx9+GK/Xi8/nY86cOTz++ONxH3dvkAivL5D8KfmzRbzFDJI/u5u1py9AHJOTk0N1dXXr7erq6tZu7niyefNmFi5cyP33309RUREbN26M+7j3799PJBJh+PDhuFwuCgsLWbVqFRaLpfU+8Rb3m2++SXV1NTNnzqShoYHm5mYOHToU1zEDbNq0CU3TWv94m6ZJfn5+3L/Ge4NEyKGSPyV/HhVvMYPkz+4mPQG9yKhRo/jiiy8oKSlB13VWrFjBFVdc0dOXFVMVFRXce++9/OY3v6GoqAhIjLjLyspYvHgxkUiESCTC6tWrmTt3blzH/dxzz7FixQpef/11Fi5cyJQpU3jmmWfiOmaApqYmHn74YcLhMH6/n+XLl/P9738/7uPuDeI9l0j+lPwZzzGD5M/uJj0BvYjD4WDJkiV85zvfIRwOM3HiRKZNm9bTlxVTv//97wmHwyxZsqT12Ny5c+M+7okTJ7J9+3ZmzZqFxWKhsLCQoqIifD5fXMd9okR4jU+ePJlt27Yxa9YsDMPglltuYfTo0XEfd28Q768vyZ+SP+P9dy35s3sppmmaPX0RQgghhBBCiO4jw4GEEEIIIYRIMFIECCGEEEIIkWCkCBBCCCGEECLBSBEghBBCCCFEgpEiQAghhBBCiAQjRYAQQgghhBAJRooAEdcWLFhAbW3t177Phg0bmD59+mnPN2zYsHbbWr16NQ8++CAA8+fPZ9WqVZSVlTF69OjTtimEED1B8qcQ8U02CxNxbd26dTG5z9d15ZVXcuWVV3b5eYQQIlYkfwoR36QnQMStH//4xwDcfvvtbNy4kfnz53PdddcxY8YMXnvttZPuU1FRwZo1a5g7dy7XX389kyZN4tFHH+30eR999FFmz57NzJkzWbNmDQCvvvoqd911V0ziEkKIrib5U4j4Jz0BIm79+te/5tVXX+X555/npptuYtGiRRQWFlJZWcmNN95I//7929wnLS2NRYsWsWTJEgYMGEBlZSWTJ0/mtttu69R5+/TpwwMPPMCePXuYP38+K1eu7KIIhRCia0j+FCL+SREg4t7+/fsJh8MUFhYCkJ2dTWFhIR988EGbMaWKovD000+zdu1aVqxYwf79+zFNk2Aw2KnzzZs3D4ChQ4cyaNAgtmzZErtghBCiG0n+FCJ+yXAgEfcURUFRlDbHTNMkGo22Odbc3Mzs2bPZsWMH5513HosWLcJqtWKaZqfOp6rH3laGYWC1Sq0thDg7Sf4UIn5JESDimsViIT8/H6vVyttvvw1AZWUlb731FpdddlnrfaLRKCUlJfj9fr773e8yZcoUNmzYQCQSwTCMTp1z+fLlAOzYsYODBw8yatSo2AYlhBDdQPKnEPFNSmwR16ZNm8Ydd9zBU089xYMPPshvf/tbdF3n3nvv5dJLL229z/z583nssceYNGkS11xzDXa7naFDhzJ48GBKSkqw2+0dPmdpaSmzZs1CURQeeeQRUlNTuyg6IYToOpI/hYhvitnZvjohhBBCCCHEWU16AoTohGeeeYY33nij3f+78847mTFjRjdfkRBCnB0kfwrRu0hPgBBCCCGEEAlGJgYLIYQQQgiRYKQIEEIIIYQQIsFIESCEEEIIIUSCkSJACCGEEEKIBCNFgBBCCCGEEAnmfwEf1V+EKeAwDAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 777.475x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a visualization with pandas df\n",
    "sns.relplot(\n",
    "    data=pandas_tips,\n",
    "    x=\"total_bill\", y=\"tip\", col=\"time\", col_order=[\"Lunch\", \"Dinner\"],\n",
    "    hue=\"smoker\", style=\"smoker\", size=\"size\",\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='total_bill', ylabel='tip'>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a visualization with Modin df\n",
    "sns.scatterplot(data=modin_tips, x=\"total_bill\", y=\"tip\")\n",
    "sns.rugplot(data=modin_tips, x=\"total_bill\", y=\"tip\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='total_bill', ylabel='tip'>"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a visualization with pandas df\n",
    "sns.scatterplot(data=pandas_tips, x=\"total_bill\", y=\"tip\")\n",
    "sns.rugplot(data=pandas_tips, x=\"total_bill\", y=\"tip\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='total_bill', ylabel='tip'>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a visualization with Modin df\n",
    "sns.lineplot(data=modin_tips, x=\"total_bill\", y=\"tip\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='total_bill', ylabel='tip'>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a visualization with pandas df\n",
    "sns.lineplot(data=pandas_tips, x=\"total_bill\", y=\"tip\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7fc3bbd7f7c0>"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a visualization with Modin df\n",
    "sns.displot(data=modin_tips, x=\"total_bill\", kde=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7fc3bd078340>"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a visualization with pandas df\n",
    "sns.displot(data=pandas_tips, x=\"total_bill\", kde=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='total_bill', ylabel='Frequency'>"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a visualization with Modin df\n",
    "sns.histplot(data=modin_tips, x=\"total_bill\", stat='frequency')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='total_bill', ylabel='Frequency'>"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a visualization with pandas df\n",
    "sns.histplot(data=pandas_tips, x=\"total_bill\", stat='frequency')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='total_bill', ylabel='tip'>"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a visualization with Modin df\n",
    "sns.residplot(data=modin_tips, x=\"total_bill\", y=\"tip\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='total_bill', ylabel='tip'>"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a visualization with pandas df\n",
    "sns.residplot(data=pandas_tips, x=\"total_bill\", y=\"tip\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x7fc3bd50aa90>"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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67JZanHAtyapd2OE6nNZ6hDuIklVEbekIEu4ClOwS1FAJwu3vsZgkqSfIT7N+yDy4kchbf2WbOoGX4jfRsg0WjHYzpqDvFl9KpyaEIM+vMaLIzaRCFcdxaIjYVDaa7K5OsHx3lJoWE59LoSSkUZylUZilke/XyA+oZHtVNPXsf49C1U4M4Z3EcWycSBNOuA7HbMY8sB5nyyvYLTUI1Uj1lLJLUbPLUEJFqWE9X7asfSdlhExC/YhVu5+apU/wdqXBssSVaLrOzBFuxhX2XSkaqeuEEOT4VHJ8KpNJDYPZjkNTxKau1aKu1WLT4TjNkQhNUZuWmI3PpZDtVcn2KW3PTX2d+neWR+n2cKsQCsKXDb5s/CEvZmMESK0vI9aS6i211GEe2YKzc2kqWSWjqaG9QD4ikIfiz0XxhhCeLITbn+pBGZ7UMJ8qL4akniOTUIY5jk319k2sX72BdbUeDltTGFPo5pJxLkpCmvxjH6AUIcj2pZLKmHd9z7YdwnGblngqIYVjNvtqkryTiBOO2TRHbSIJm6AnlaDy/Cr5AZW8QKo3ledXyfIqXb4wEUKAJ4jqCUL+yHbfc8xEqvcUacSJNmPXH8Gq3IGTiOAkYpCM4SRjYMbBtkFRQdVAKCCU1LEVBRCpNkUBRUMoGmg6QjNAdyMM77GkFkB4gijeLOJmKXbSnWqT7/chRyahPmbbDpV1Yfbs3M/O3YfYUW0RdXRGZBUycUI2V+W70HtgqEbqvxRFEPSoBE+zDYVlO7QcS0hNMZvasMW+2iRNUZvGiE0saZPlSfWacv0qOb5UzyroUQm6FfxuBa8h8Fud25FWaAYimA/B/DM+1nFssK3Uf46dSko44Dip3pbjpNodCywLxzbBSoKZxDFjOIkYTmMlTvUenHgr1asjJMONYCUQvhyUQB5KsBAlq/DYcGMhSjA/lcikQUcmoV5g2w5NrQnqm2PUNsWorm2i4mgdFbURqsIOXmIUGq0UBTWuOCebgvwQiqwlJp1EVQQhr0rI23GiSlrHklTMpjlq0dBqcaTBJJKwiSQdogmbaMIhblajiNRsP00VaErq2KoCiqCt5yEAIU60KYK2x+pq6j9DE7h1gUcXeAwFjyHw6gpeQ8fnEnhdCr5j7V3ppYVCXhobI6neWLQp1SNrbcSs2o2zby1OpAGntRHh8qWGCoMFiGABaiAvNYToy0nd09LljMCBaEAloeMVAbpaGSAcTZJMWhy/JnRIjY87zvF/g2M72I6DZaeu5izbwbJsTBvMSDPxRAIzaZMwLZJJi1jSIhY3U3/scYvWhE0k4dCaFCQsUIVDQE3gI4JfRMlz2YwpVMkZ58UI5CGMYT36s+kK23b6/U1oGePpGRrk+lVyzzDZze3RCUcSWFaqSoR1rKNiO6m/AfvYH4XT9j/HvwcWDo4Nlk3q78BOlT9KWA6tUUi2OCQsk4TpEDchZjrEkw4OqWTm1gQe46TEpQtcxxKZoQlcaqr4bKDWxkya6IpAVUJoWjZKNqg5AlUAAhRAmBGIhxHxME5zK6JuJ068FScRwW82ogsLXH4Utw9cPjB8CMOTGgLU3QjdANVI/b9iINTjQ4oqQlFTQ4xCtA0xpv6d+jrZFINI5FgwSupemRw67BHCcZzO9dclSZIkqYf170tNSZIkaVCTSUiSJEnKGJmEJEmSpIyRSUiSJEnKGJmEJEmSpIyRSUiSJEnKGJmEJEmSpIyRSUiSJEnKGJmEJEmSpIyRSUiSJEnKmAFVOw7ANC0aGiKZDuOUsrO9/To+kDH2FBljzxgqMebnB7r0+Lq6MLY9OKqqne61D7iekKaduvx9f9Df4wMZY0+RMfYMGePQ1qtJKBwOc80113D48GEAHnroIa655hquvfZavvKVr5BIJHrz9JIkSVI/12tJaOPGjdx5553s378fgH379vGHP/yBf/3rXzz11FPYts0//vGP3jq9JEmSNAD0WhJ6+OGHuffeeykoKADAMAzuvfde/H4/QgjGjRtHRUVFb51ekiRJGgB6fT+hiy66iL/+9a+UlZW1tdXX13PLLbfw/e9/n7lz557V8W3bpra2lvr6BizLOttwBz2Px015eTm6rmc6FEmSpL6fHVdVVcWHP/xhbr755m4noJqalrZ/19dXI4QgKysfVdUyvtuhpimYpp3RGE7FcRxaW5s5dOgQgUB+psM5rfz8QLvfc38kY+wZQyVGOTuuY306O27Pnj3ccccd3HjjjXzyk5/skWMmEjFCoVw0Tc94AurvhBD4fEGi0VimQ5EkSQL6sCcUDof50Ic+xGc/+1luuOGGHjyygxADbqZ5xshELUlSf9Jnn96PPvootbW1/OlPf+L666/n+uuv52c/+1lfnV6SJEnqh3q9J7RkyRIA3v/+9/P+97+/t08nSZIkDSByHEuSJEnKmAFXO66/iEQi3H//tzh8+BCKIhg/fiL//d9f5a233uKPf/w9ppnE7XbzyU9+lnPOmcr993+LaDTKd77zA/bu3cOnP/0xfvGL/2PEiJGZfimSJEkZI5NQN7355mtEIhH+/Od/YFkWP/nJ9zly5DC/+c0v+fnPf0NWVoi9e/fwuc99gn/969987nNf5IMffA/PP/8M//jHX/n0pz8vE5AkSUOeTELdNHXqdP7v/37Ff/7nR5g9ey633nonq1e/TW1tLZ/5zCfaHieEwuHDhxg7dhzf+tb9fOQj7+fyy6/issuuzGD0kiRJ/YNMQt1UUlLKv/71BOvXr2Xt2tV87nOf4J57PsCsWbP51re+3/a4qqqj5OWlFoYePHiArKwsdu3aQTKZlFULJEka8uTEhG564olHuf/+bzFnzjw+8YlPM2fOfJqbm1m1aiUHDuwHYMWKpbzvfXcSj8eprKzgZz/7KQ888EuGDRvBr3/988y+AEmSpH5A9oS66Yorrmb9+rXcffetuFxuCguLuOWWOxg9ejT33vtVHMdBVVV++MP/h2EY3Hff17jzznsYNWoMn//8l3jf++5g1qy5LFiwKNMvRZIkKWN6vYBpbzi5htPRowcoKhqewWja68+1446rrj5EQUF5psM4raFST6y3yRh7hqwdd3b6Te04SZIkSTqZTEKSJElSxsgkJEmSJGWMTEKSJElSxsgkJEmSJGWMTEKSJElSxsh1Qr2gsrKCO++8iREjRrVr/+EP/x+FhUU9fq5PfeqjPPro0z16XEmSpL4gk1AvycvL589//kemw5AkSerXhmwSWrHlKI+/sYe65ji5QRc3LR7N/Mk920t5t/r6On784/upqqpCURQ++tFPMnv2XP7wh99SVXWUQ4cO0tjYwHvf+0HWrl3N1q2bGTMmVfjUsix++tPUNhD19fWMGTOG++77XqeOL0mS1F8NySS0YstR/vL8dhLHKhvUNcf5y/PbAXosEdXW1vD+99/V9vVll13Bjh3buPrq61i0aDG1tbV84hMfaust7d27h9/85o+8885GPvOZj/OXv/yL8vJh3H33rezevYvW1jCapvPb3/4J27b59Kc/xooVyxg/fmLbOX72s590eHyv19cjr0mSJKmnDckk9Pgbe9oS0HEJ0+bxN/b0WBLqaDju6qsv5sCBA/z+978FwDRNjhw5DMDs2XPRNI2iomJyc/MYOXJU23FaWpqZMWMWwWAWjz32MAcP7ufw4UNEo9F2x1+zZlWHxx87dnyPvCZJkqSeNiSTUF1zvEvtPcWybH7+818TDGYBUFtbS3Z2Nm+++TqaduJXoapq2nOXLn2D3//+t9x66x1cddV1NDY28u6yf6c6viRJUn81JKdo5wZdXWrvKTNnzuLxxx8BYN++vbz3vbcTj8c69dw1a1Zx0UWXcPXV1+H3+1m/fi22bfXY8SVJkjJhSPaEblo8ut09IQBDU7hp8ehePe/nPvdFfvSj7/G+992B4zh84xvf7vT9mmuvvZFvfetrvPLKi2iazpQpU6moqGDmzJ45viRJUiYM2a0cemt2nNzKoWcMlfL+vU3G2DPkVg5n53SvfUj2hCA1C663p2RLkiR1l2PbgMh0GL1uSN4TkiRJ6vfsZKYj6BMyCUmSJPVDjimTkCRJkpQplkxCkiRJUqaYiUxH0CdkEpIkSeqPLJmEJEmSpAxxkjIJSd1UWVnBokWz+NGP2le53rVrB4sWzeK55069988tt1xLZWVFb4coSVJ/J2fHSWcjKyuLt99egWWdKK3z6qsvEwrJWm6SJJ3ZUOkJDdnFqoldy0msfgwnXIfw52LMvhlj7IIeO77H42Xs2HFs3LieGTNmAbBq1UpmzZoDwGOPPcQLLzxHLBZF13Xuu+97DBs2ou35lmXxq1/9jPXr12JZNldddQ233/6eHotPkqR+Ts6OG7wSu5YTf+vPOOE6AJxwHfG3/kxi1/IePc+FF17Ka6+9CsC2bVsYM2Ysuq7T2trKm2++wS9+8VsefPBhFiw4j8cee7jdc59++gkA/vjHv/O73/2Ft956g40b1/dofJIk9V/OEElCQ7InlFj9WPr0RzNBYvVjPdobWrTofH73u19j2zavvvoyF110Ka+++hI+n4/77vsur7zyEocOHeTtt5en7fmzZs0qdu3aydq1awCIRiPs2bObadPO7bH4JEnqx4bI7LghmYSO94A6295dXq+XMWPGsmnTBtatW83HPvafvPrqS1RXV/HRj36Am2++jXnzFpCTk8uuXTvaPdeybD7xiU+zePFFADQ2NuLxeHo0PkmS+i/HNDMdQp/o1eG4cDjMNddcw+HDqd1Dly9fzrXXXstll13GAw880JunPi3hz+1S+9m46KJL+M1vfsH48ZPaNq5zu92UlZVz++3vYeLESbz55msd7g301FP/xjRNIpEIn/jEh9iy5Z0ej0+S+gudJIYTR4jBX7SzMxx7aPSEei0Jbdy4kTvvvJP9+/cDEIvF+OpXv8qvfvUrnnvuOTZv3swbb7zRW6c/LWP2zaAZ7Rs1I9XewxYuPJ9du3Zw8cWXtrXpuo5t29x996188IN3M3z4CCoq2k/LvuGGWygvL+cDH7iLD3/4Hq666tq2CQ6SNJg4VhJX/U7CT/+Qpke+ibLnDXSrNdNhZd4Q6Qn12nDcww8/zL333ssXv/hFADZt2sTw4cMpL0/tY3PttdfywgsvsHjx4t4K4ZSO3/fprdlxxcUlPPpoai2Q1+vl1VeXtX3va1+7D4Cbb769w+cefx7AZz/73z0SjyT1Z/GKPdQ++n0gtXdO4yt/JHQpiFGL07awH1JsmYTOyve+136hZnV1Nfn5+W1fFxQUUFVV1VunPyNj7IIenYQgSVLXCQHRQ1s5noCOC695jqyRc0ngykxg/YCcHdfDbNtuN9brOE63x35P3qWvulpB0/rXTPP+Fk9HurrLYybIGHtGf4+x+UD6FvSqN4g/y49quDMQUcf6+ufo0hXy+vnvrif0WRIqKiqipqam7euamhoKCgq6dayTt9m1bbtfbac9ELb3BobEdsq9TcbYM7KGTULxBrEjzcdaBMEFt1LflAT6R28gE9t7x6Pxfv+766x+sb33tGnT2LdvHwcOHKCsrIxnnnmGm2/uiYkAAsexEaL/9z76gyE9xi71S0Z+Obm3fhPz6A7seASjZDyJQNm7R+iGHsc682MGgT5LQi6Xix/84Ad86lOfIh6Ps3jxYq644oqzPq5huGlsrCUQyEZVNTm98zQcx6G1tRmPp/8McUgSQMyVB8PzEAJiDjIBAQyRC8ZeT0JLlixp+/f8+fN56qmnevT42dn5hMNN1NdXpa21yQRFUbDt/jscp2kGY8aMpLExlulQJCnNEPnc7RTH6b+fIz1pwFdMEEIQCIQIBEKZDgUYGGPwuq4DMglJUr/Wjy9me5K8kSJJktQvDY1uoUxCkiRJ/dEQGZuUSUiSJEnKGJmEJEmS+qOh0RGSSUiSJEnKHJmEJEmSpIyRSUiSJEnKGJmEJEmSpIyRSUiSJKk/GiIVyGQSkiRJkjJGJiFJkiQpY2QSkiRJ6o+GyI4AMglJkiRJGSOTkCRJvUZRBC47jMsOoyhD48q+xwyRjToH/FYOkiT1T5odw9n7NvXLHgUcggtuQR85l6TiyXRoA8JQ2S16aLxKSZL6nFK9g8ZX/oQdbcGOhml89c+Iqu2ZDmvgkElIkiSpezRNIbL1rbT2yOY30DT5sdMpQ2T0Ur4bJEnqcbbtoOWWpLVruaXY9hApD322hJrpCPqETEKSJPU423Zwj1uA4va1tSkuL+6Ji2QS6ixlaCQhOTFBkqReEfcWkXP7t7DrDgKg5g4j7s4bMvvknDVlaPQRZBKSJKlXOA7EXXlQkgdAEmQC6gIxRHpCQyPVSpIkDTTynpAkSZKUMapMQpIkSVKmKEPjbolMQpIkSf2QkElIkiRJyhg5MUGSJEnKFDFEpmgPjVcpSZI00MiekCRJkpQxsoCpJEmSlDEyCUmSJEkZI7f3liRJkjJFDJG9HGQSkiRJ6o9kT0iSJEnKGGdoVHuVSUiSJKkfcoZIyXGZhCRJkvoj2850BH0iI0noySef5Oqrr+bqq6/mhz/8YSZCkCRJ6udkEuoV0WiU733vezz44IM8+eSTrFmzhuXLl/d1GJIkSf2bZWU6gj7R50nIsixs2yYajWKaJqZp4nK5+joMSZKkfs2xh0YS6vNa4X6/n8985jNceeWVeDweZs+ezYwZM/o6DEmSpP7NTmY6gj4hHKdv5wFu376dL3/5y/zhD38gEAjwhS98galTp/LhD3+4L8OQJEnq1xqWP0b2gpszHUav6/Oe0NKlS5k/fz65ubkA3HTTTfzjH//oUhKqqWnprfDOWn5+oF/HBzLGniJj7BlDJcb8/ECXHh9tacXs5z+Xzjrda+/ze0ITJkxg+fLlRCIRHMdhyZIlTJkypa/DkCRJ6tccM5HpEPpEn/eEFi1axNatW7npppvQdZ0pU6bwkY98pK/DkCRJ6t+S8UxH0Ccyson5Rz7yEZl4JEmSTsMxY5kOoU/IigmSJEn9UUL2hCRJGkBUTLRwJXZTNYovhJVVCnTtZrjUfwyVnpBMQpI0CAjhIPa/Te2Lv2tr8597OdZFd2cwKumsJKOZjqBPyOE4SRoEjEQDja/+pV1beP2LJGsPZSgi6Ww5iaHRE5JJSJIGg0Sswym9ViycgWCkHuHYONbgr5ogk5AkDQKONxs9r7Rdm9Bd6KGiDEUknS2he3CGwEWETEKSNAgkhIfsqz6Nq3wiAHpuCXk3fxnjXYlJGkB015BIQnJigiQNElF3Ib4rP08wGcbW3MSER86NG8BSPaHBUbbndGQSkqRBJIlOUs/OdBhSTzA8ONHmTEfR6+RwnCRJUn9kuGUSkiRJkjJD6B7sSGOmw+h1MglJkiT1Q8Lw4sgkJEmSJGWCcPlwWhsyHUavk0lIkiSpH3IMD3ZrY6bD6HUyCUmSJPVDlu7HiciekCRJkpQBCXSwLZzE4C5kKpOQJElSP5SwQHizsMN1mQ6lV8kkJEmS1A8lLAfhycKRSUiSJEnqa4mkg+IJyp6QJEmS1PfipgOeAHZTdaZD6VUyCUmS1GsUxcFltWAwNDZo60lx004Nx7XUZDqUXiULmEpSBgghMBJ1OC21CHcA01uAhZrpsHqUy2wktv55mt95DTWQS+ii95HMG4ftyGvfzkiYoHizSB7cmOlQepVMQpKUAa6mPdQ+/qNjWzgLshbeijbpEkxhZDq0HqEqDrH1zxNe/yIAZkMltY//iPy7vkPMJ/c46oyE6SC8IeyW2kyH0qvkJYkk9TGXE6Hh+d8cS0AADk3LHkYNV2Y0rp6kJcO0vvNa+0bHxqo/kpmABqCE5YDhBdvEibdmOpxeI5OQJPW1RASzg5vN9iCqE+YoOqo/J61dGJ4MRDMwJUwbIQTCl409iO8LySQkDQqKIlDVnn07q6qCEKJHjwnguPzoHWy7rQTyevxcmZIQbkIXvx848fPTi0YickdkKqQBJ2Gl/l/xhrCbB28SkveEpAFNCHBFKontWoXVUodn/ALs3FFndW8llrTYfrCJNTuqGFceYvrYfILunvtTSeAmdPknqH/qp1gt9QhVJ3Tx+zB9RT12jv4gmTeO/Lu+g9VwBGF4EbnDiWtyw/HOSloOAMKThd1cleFoeo9MQtKA5opWUfvQt9vqa0W2vEnOtZ9BlJyL43TjgAKeXr6f51ccAGD5pkqGFR7my/fMxK31XE8r5isl+/ZvQ2s9wuUj4crF7k68/ZjtKMT8ZeAvy3QoA5J17A0hfCHsxsGbhORwnDSgmVV70go8tix7GN2Jd+t4ja1JXlx5oF3bwaoWKusj3Y7xVOKKn3hgGDFj8CUg6eyZx3tC3mzspqMZjqb3yCQkDWy2ndbk2DbQvU915xTPdGSWkPqYeeytLXzZOM2Dt2qCTELSgKYVjUFo7e//BOfdSFK4u3W8kFdn8bnth48KcjwU53q7HaMkdcfx6x7hCeIkWnGSg7PqhLwnJA1ocW8Rebd/k8jGl7Fa6vBNuwS7cEL37geRmst1ywWjGV2axbJ3Kpg0IodF00rw6IOrmoHU/1nHe0JCIHy52E1VqHnDMxtUL5BJSBrQHAdivjL08z6IwbEFfmfJa6gsOqeI86cW4Thgy6E4KQPsk66kFH8OdmOlTEKS1F9ZPZB8TuY4DpbVo4eUpC45+f0nfNlYDRXomQun18h7QpIkSf2QdVJPSPhzsesPZzCa3iOTkCRJUj9kntQTUgJ52I2Ds+6eTEKSJEn9UNI6sfxA+HJwwnU4ZiKDEfWOjCShJUuWcNNNN3HllVfy3e9+NxMhSFKvM+wIRvMBXOHDaN1cPCsNXXHzpOE4VUvNkGuoyGBEvaPPJyYcOnSIe++9l0ceeYTc3Fze97738cYbb7B48eK+DkWSeo07UUvjsz8nWXMQAM/4eXgXvYeEKmunSZ1zchICULIKsGr3o+aPyExAvaTPe0Ivv/wyV111FUVFRei6zgMPPMC0adP6OgxJ6jSXFcao3Y5etQl3oo4zFdZWFIi9s6QtAQFEd6zEqdrZy5FKg0nCdNpK9wAowQKsmn0ZjKh39HlP6MCBA+i6zsc+9jEqKyu54IIL+OxnP9ulY+Tn9++ryf4eHwydGB3HwUnGUYzuVVBINhzl6L9/TLI6VU9OGB6K33Mv7pKxp4zRirVSsT99S2azai/50y7oVhxnY6j8rntbX8foc6tgGIQCqYnZibKRtKx/eUD8rLqiz5OQZVmsWbOGBx98EK/Xy8c//nGeeOIJbrrppk4fo6ampRcjPDv5+YF+HR8MnRjdiTpiW98gvn8j7jGzcI1fSExP32jtdLSDm9sSEICTiNKw9HHcF32M7LysDmNUFHCPOpdkXfvZTFrh6D7/uQ+V33Vv64kYu5o8fIZgb0UYrdAFgKNkkairoLqiFqG7ziqWvna6197nw3F5eXnMnz+fnJwc3G43l1xyCZs2berrMKRBzmVHaHzmZ7SseopE9QGalz9G88v/16Xq2ooiMBvTqxcnaw6gOMlTPs+2wT35QozCkW1t3knnIQrGde1FSENa0KNS1XxinrZQNZSsIqyavRmMquf1eU/owgsv5Etf+hLNzc34fD7eeustLr744r4OQxrknJYqkrUH27XFD28n0FrT6f1tbNvBVTqed1//+iafj6mcfngvZuQSuO6LiHANKBq2L5/EoFzvLvWWkEdwuKH9lGwluwSrYjtaycQMRdXz+rwnNG3aND784Q9z1113cdVVV1FSUsLNN9/c12FIg5xQTlFw9FTtp2DljCR08fsRhhuEgm/KhejjF3WqnlxCeIgHhhH3lZCUCUjqoly/xoHa9j1uJaccq2JrhiLqHRmpHXfLLbdwyy23ZOLU0iDlsiMQrgbNheXNx/YX4B45ndi+DW2P8U5chOXN69JxTeFCjLmA3OHnIhyLpBEi7sg13lLvyw+oHG5IYloOmpqakqnklpFY/xSOGUdoA+u+0KnIAqbSgOeJV1P/9AOY9ZUA+M+9DGPGDfgv/ACe8dtJVOzAVT4JUTS+W0NijgNxLevYFyfarXgEV7wGNBdJPUtW25Z6lEsV5PpV9tUmGVuY2jNLaK7UfaHKnWjlUzIcYc+QSUga0FRhE179VFsCAgivf4nckdOJ502CYXPRR84j2cNVtt2JWqoe/hOxg1tQ3H5CF38AUTodC7nvkNRzynN0Nh+JtSUhACV3OOahTYMmCXV6XKGpqYlwONybsUhSl2lWjNj+9NmVZt2RtkWlPb3NgyZMwkv/SezgFgDsWJj6Z/8XPVx5hmdKUteMzNPZcKj9jE61YBTmwfR1aAPVGZPQ3r17ufnmm5k/fz5z587l7rvvpqJi8NUvkgYmU3XjHp5+RajllHR7d9Uz0ZJhorvXprVbjTIJST2rJKTRErOobjbb2kRWIU4iit2UvnxgIDpjEvrKV77CrbfeysaNG1m/fj2XX345X/va1/oiNkk6I8tR8M25Hi2rsK3NN+1inNyRp3nW2bFVF1p2cVq78Gb12jmloUkRgjEFBqv3R9vahBCohaNJ7l+fwch6zhmTUDQa5Y477kDXdQzD4J577qG2trYvYpOkTom5Csi69V5yb7+XvPfcjzH3DpKKt9fOlxAesi/9ECgnbql6x8+DUOfWH0lSV4wvMnh7bxTnpK69WjAGc396b3wgOuPEhFGjRrFu3TpmzJgBwM6dOykrk39sUv+SULyQ1Xu9n3eLZ4+m7EM/IlJ9GMXlww6WkFA8fXZ+aegoDWlEkw6H6k2G5aZmdyp5w7E3PIMdaUIZ4D3wMyahiooK7rnnHsaPH4+maWzdupX8/HyuvfZaAJ5++uleD1KS+hvHERgFw2kSXatFJ0ldJYRgYrHBij0RhuWmEo5QtdQEhQPrMSZekNkAz9IZk9AXvvCFvohDkiRJOoWJxS4eWdPCLbOCqEpq2qdaOBZzz9uDNwnt2bOH0aNH4/P5Ovz+5MmTey0oSRpKFAWiSRtdVTKz1bHU7+X4VIIehe2VCSaXpiolKAWjSLzzIk4sjHD7Mxxh950yCf3oRz/it7/9LbfeeivFxcXtbopFo1FWrFjRJwFKZ6aqAgHtNsCSOiYE6HYUYSWw9ABmhkvwtCYs9lY0U9MYxePSGFUapDDL3a4ygyQBjCs0eHtftC0JCc1AzRuBeWA9+vjzMhxd950yCf3whz+ksbGR0aNH8+CDD+I4DkIIkskkd999d1/GKJ2CwMHVcpDW9S9ix8L4zr0MO388piyW2SEhHIy6nTS+/EfM5hq8E+bjm3dzl/YYips2h2rCHK2LUF4UoTjkxtC6l8iEAodqwvzr5Z1U1rUCsGh6CTecN4ocn3GGZ0tDzbhCg7+tbMK0HbRjQ3JK0ViSu1cOziT0X//1XyxbtgwhBPPnz29rV1WVyy+/vE+Ck07P1XqEmoe+DXZqz5HY/k3kXvc5KJLbpXfE1XqUmsd+CI4NQGTbMhzbxH3BRzCdM5fbsRyHx9/cy8urTmwRcd15o7h+4QjOsON3h6JJm9fXHWlLQABLN1Qwa0KhTEJSmoBbIeRV2Xk0waSSVG9ILRxNcvPLOPFWhKvjWyf93Skv4f7whz+wfft2brjhBrZt29b23+bNm/npT3/alzFKHRBCkDjwTlsCOq5l9VPowjzFs4Y2q7GyLQEdF92xCi3RuR0za5vj7RIQwNNL99IQ7vxGeSezbdh5oCGtvao+0lZySJJONiJX553DsbavheZCzRuOuX9dBqM6O2ccR/j+97/fF3FI3aGk//qEokG3rsv7H8NuxdWwG6N+Jy7rRKLQSOIKH8Ko2YorXoMQp7+BIgS0xEwSHWxEp/pDJIXG/upW9lWFiSbtDo6QkkhaaW2OA4loBM2J42o5gFG7FXeiDnEsi5zqNQD4XAqTR6UPBZYV+DF7uCK3EOAyGzFqt+Nq2ofuRNO+3xhJsrOimcqGWI+cX3MSuMKHO/17ks5sRK7O1sp3bXRXNI7knrczFNHZk1W0ByjHcXANm4LQHsMxT7wpA3NvIN6JoaX+LlFfSfNTPyFZvR8ALVRA9vVfxDQCmBuepmH1MwAIVSf3pv8mkTPulLXiqprifOePb3Pp1BAXlU7GObLl2HcEWRd/gO89sovtx3okRblevnj3TEKe9PtqhUGNvJCb2sYTV6IleR7yRCOJ1c/RuuHl1FF1F3k3fwXHk0XTsz9Lew0xV2pPI8eGmy4Yw54jTRytiwBwwYwy3t58lIraVi6cVozSQ10iV2sldY99DzuaKkLsHj0D3wUfJKH6EQL2VbXy/b+uJmmmkvC1i0ZyzYIR6Er3zq85CcxNz9Lw9pOpBlUj74YvkMib0Gs1/YaCgqBKXatFa9zG50pdhA70ITk5I3QAi3lLyLv9XgKzr8E35QLybvs6Zt7YTId11oSAyK41bR/eAGZjNbHtb6FFamk5loAAHCtJwwu/QbdaOzgS2MDfX9xOa8zk36tqec1zOeGFn8R/2cfJf893Wd1S2JaAAI7WRVi2sRKlgw9fnwFfvCKXOeNC+Dw68ydm85nzXHjjNbRueOVETMk4zW/+Hevghg5fw8nHzvbqfOW9s7j7igncdfl46ppivLnhCH9/YTu1Le2veLtLExYtKx5pS0AAsT3roHZf6t+mza8e39iWgACeXrqPqoZo2rE6S22ppOV4AgKwTBpe/A2GKSvxnw1VERQFVfbXndhxdaAPyckkNMDFfKUoM29FX/RB4qExWIOgc6soCrEju9LaE4e3gZV+/8VqqUckO/7ATJg2e440tX39xKpavvZ0CyuiIzGzylmzoz7tOVv213V4TyaJi9IgvNf7Bt9bUM979Jfxb3oY1Rfi3XOqHTNBoqKD13BoK8q7hqWicZO/vbCdf7y4g3f2nKjL2NTNe03vplgxEpW709rNpiqEgGjcate7O67xLM5vR5vS2qxwIyQj3T6mlJIf0DhU/65tv4vGkdy9MkMRnR2ZhAYB23awrFPfyxhoLMvGN2ZGWrtn/Hww0guTGgUjsV2BDo/l1lVmTyxMay/N82GaNjMmFKR9b8GUEuxT/DiTuWPJOe9WcvLzyJ11BaEbvoStpd9rUvy5uEed2+FrsOz2GS7oNcgPta87p6mCvFDP1KKzNC/esXPS2rW8chwH/B6N0aXp9ccKsrtfBFYJ5PPue5N6XjmOO9jtY0opOT6Fisb2k4/UwjFY1Xuwo80Ziqr7ZBKS+iXPyKn4z70stZgG8E5ciDZiJgl3PjlX/yfCSH1A67klhC7/CElcHR/Icbjx/NFMGJ6derym8N4rJ1Cam/qAnTgsm8vnDuf4CNn500uYMTav3eLsk9mOQsxXhjliIf7JC4nr2Zj+ErIv/w+EnopBzx9G8Lw7oGhi+msYOTPt2G5N4XN3ntuWiPwenf+6aybZ3p5Z72XZAs+5V+Eqn5RqUDWyzrsDOzQCAE0IPnbjFErzU/cTPC6NT982jfxg96eJJ70F5F77KYQr9XPWsosJXflxEqQnbKlrsr0qR5vaJyGhGagFo0nuWZWhqLpPOKf6a+vHamo6N6U2E/LzA/06Phg4MdbXNqHF6sBxsNw5mMeGGhVFoMcbIBnB8WSTEGfuMZgONLUmMDSFoEdPSwSNkSS245DtMzo9t/Dkn6MQYCQaIBk7FlPqw1YVNlq0Dmj/GjoSt2yaWhP43Dp+l3bKRNhZLieCYbaQwCBhZKM5CZRoPULVSbhysJ32rzRpOTS2JvC4VIIeHfssZ8gpikBPNEDi9L+ngfJ+PNsY8/M77q2fyso3VhGLpQ+JNkctHlrdwk9ua9/Dt6r3YO5dg++m+84iyt5xutc+8G8gSIOW5ShYrvy0dtt2iOsh0EOdOo5GElfDPpQdy1F82bjGziHuLW43Syt0lr0Ox4G4ns27i1VYjoLlTn8NHXGpCgXBVPJSFIED2N0sxeSOVNDwzM8wG6sQupvsSz+EVTaDpKfoWMDpz9FVQX4w1Zs72wR0/BhxLQRa6KyPJZ3gdymE4zaW7bQVMwVQ8kbibHoRq+EIanZpBiPsGjkcJw16ytGt1D56P63vvE7LyieofehbuKJVmQ6rQ5btsKuymQce3shvn9rK4fpIl5d9GU6Mxhd/g9mYeo1OMkb9c7/CiFT3QsRSX1MUgddQaI62v3EpFAW17ByS217PTGDdJJOQNKjpxGle/mi7NicRw6xMn7nWH+yubOH7f1nDhl01rHinkvt+t5LKhvSZa6cj4i0kaw6+q9XBapZJaLAIuAWN0fTF0+qwaSR3LcdJ9szMyr4gk5A0qAnAsdLLGDl2+h9wximCp97a267JdmDt9uoO1y2dimN4UQPplRgUX+hsI5T6Cb9LoTGSPoVT8Wah5pSR3Lk0A1F1j0xC0qCWFC6C825s36hq6MW9t6hXF0l04l2u/yYc0LX0J2lq1w6UVH1kX/FxhHZidltg3o1Y/uKuBST1Wz6XQkOk4wspdeQsEhuf658XWh2QExOkQc1xwCmdRu51n6V1w0so/hx80y8n7ivp8T17VEy02p00L3sEJxknMOd6nLJpmB3UrOs4VofrzxvNpt11bW2aqjBjfEGXJgo4DiRyxpJ79/dRI3VYug/LVyC3+BhEAm6FupaOCxWrOWWYbj/m7hXo4xb1cWRdJ5OQNOiZiguKpuO5ejoOgpjl9MqmcVrjAWof/1Hb1/Uv/Jqcq/8TSmd1+hjDC3zc9+G5LNtUgcelMf+cYgqzXF2ut+Y4EDdyyS8d0e+nP0tdF/K0L93zbtrYhcRXP442ei5C7d8XHzIJSUOGaUFvbVmqKIL4nrVp7eF1L+Avn0HS7tzItyIEw/J8jLx0PI7jYNuOLPgppcnxK6zce+otW9TccqxALol3XsI1/eo+jKzr5D0hacjQieMKH8LVegSdU19FdofjgOJNL0mj+rJwurG1hmXZPbJWRxqccrwqjVGL2Gm2HtEmXEBi47PYrel7VvUnMglJPS5pO1Q0RNlXFSbSwR483aU7MVzNBzDqd6XtzXMmXrMe9q0kvuU16h76FtE3/oBh9lydLcdxMEZMbytTA4Ci4p91LabdM9sxSNJxiiIoDGrsrz31xZTiz0EbNp3Y0r/2YWRdJ4fjpB4VTVr84+VdLNtUAUAo4OJr75tNrv/stqs2rDCRpX8juiNVKVj1h8i96ctE3UWnfZ4Q4G45RN3zv8JsqEQLFZJz4d00vPUw7pHbYNjcs4rrZHFvEXm330eycgckE+il44n7Bs7KdWlgKQlpbD8aZ0LxKeomAtqY+cSX/pXE7pUYY+b1YXSdJ3tCUo86WN3aloAAGlviPLJkF51d9q8oAkXt4G1Zt68tAUFqW4CWlU+gidP3tAyzmdp//xizoRIAs7GKhrceJjD9YuKHtqB2dK7TEAISlkNrwiJhtj+340DMXYA18jzs8RcT85V1ayhOkjpjeI7O5iOnX5QqVA1j2pXEl/8NO1x32sdmiuwJST3qaF365nLbDzQQMy3c2uk/8JujJsveqWDT7jrmTylmxrh8/C4VIcBsOJr2+MSRHfisOKZy6i0HnHAddqT9sJsdCyNUDVfZRKxT7dnQ0bGAXRUt/P7JzdQ2RVk0rZRbLhxNwJX+ZyQnE0i9rTRbo2aTRX2rRY7v1LspK6FitJGziL7yK7zXfQWh9K+PfdkTknpUeUF6tdyZEwpw66ffcjxu2vz0X+t4ZMludhxs4M/PbuXPz2/DIvWBruWWpz3HPXoGpnr6CtrC7QflXecWCmogB7V0UpeSRW1znB/+dTU1jVEcB97acIRHX9vd5dpuktQTVEUwpsBg1b4z74CrjZoDQhBf+VAfRNY1MglJPaos38ctF45pKzMzpiyL6xaNBMdBCHCZzRgNu3FFK1E5McW0qiHKoar2Wz+v215NfXOMysYoB5Ry3Fd+rm1vHqN4NN4ZV2M5p88ASXcuoQvubtcWWnQbYthM4lr6Rm6nU1HbyrsnrC3bWEFrfGCsTJcGn0klBkt3Rc647YcQAmPaVZj71pLYuayPouuc/tUvkwY8QxVcOXcYC6YUE09a5AbdHK9E4wofpu7xH2JHWwBBYN4NaFOuwBSuU9dGq9qJO1rHy5XZHGqCT7zn54ScJhxfHrFTbWR3EttRUEcvIq9oDHZLHUogB9NfTLwb1QN8nvQ/l9wsD/oZhhklqbeUhjQcB7YfTTDxNBMUAIThwZh1A/EV/0ANFqAW9V7pqq7IaBL64Q9/SENDAz/4wQ8yGcbgJ1JDSUfrIvg8Orr77FZQt8RMDteEURRBWZ4fn6v9cJcAClwJlOgB7MMtqIFs8GbRvOwR7GgLgXMvRcsqQM8uwj66GUVzMzJUxuSROWzZVw/A4skhrp+skWtWIdwO141o5puvaazb18qic0rbhtGEACNeh11/GKHqiJwy4mr79TqW0LH85di+MqqaYtTuD5MdcFGU7UFTBIqw8UQqSdYdQagqSt4Ionpu2usuy/MzZUwu7xwrq6MI+PD1k3Gpos/vAbnMJpyGwzi2hZpdRtyVI+9DDUFCCKYPc/HC5vAZkxCktl03pl1J9KX/xXv911CyCs/4nN6WsSS0YsUKnnjiCS644IJMhTAkCHFse4C/rmlb/Dh3chHvv3ICrm5cwde3Jvj2H1fR3JoAIC/LzdfeP5ssz4nEZlhhwq/8hviBzakGRSP34nvwjZuFkV9G7NBW9Oxial/4LXY0NQSnZuXzxeu+yNL9JVjRMHNjS4m9soTGY8fMXnwH188ezTt7alk8rRjTTE0ocLVWUPvwd3ASqXFxPbeMrOv+K7XBXLufg+DtbdX87snNbW03XTCGq+YNw9u4h+qn/7dtAoMayCH3pi8RdbX/A3XrCh+/fgqHa8O0Rk2GFQcJebQ+//B3J+po+PePMRtTkzUUt4/cW79BzHP66erS4DSpxMXbe2Psr00wIu/MSyHUgtE4Y+cTee7HeG/4JoonfZF1X8rIOEJjYyMPPPAAH/vYxzJx+iElbjr83783t1t9//aWoxypi3T5WKoqeG3dkbYEBFDbFGPN9hrEySWjGw6eSEAAtknzupcwm2txFY/CMU3iR/e2JSAAq6kG59BGFk4u5NIRcWKbl7Q7d+PKpxiTrzF9hA/l0FpcZiOq4hBe83RbAgJI1h3GqtieFntjJMmfn93aru3x13fT0NxK67Zl7WbQWS31xHev7nCI0K0rjCkOMm1UDuOGZff5nAQhIHnonbYEBGDHWolseJEuzjaXBglNEcwa4eaJ9Z1fwK0Nn45aPJ7ocz9u9/eTCRnpCX3zm9/kc5/7HJWVld16flf3au9r/Sm+ytpWahrT32TRuNnlOC3LZu+RprT2g1XN5OWNb/u6pSJ9mnaysQoUDYSKFsxt9yHadvy6QxTk+glXpa8Cd+IRHDPB+MRu6p5+BKNwJAU3/zetaZu3gd10NO211R+oJ2mmT8dujZkEG9J3WU3WHKQo15/W/m6Z+F3XrDqS1pas2U9+0EDR04dk+tP78VRkjOm8PhdaB1t7dGTBBBe/fqWaQy0wpfzUSxZO5sy+lObVz2G++nOK7vxGh++dvtDnSeiRRx6huLiY+fPn8/jjj3frGP25KnB+fqBfxacAsycWsnrbiQ9aISA/y93lOIWAC2aUsm1/fbv2OROL2h3LFUwfFvKOngGqhuLLJV6xi8D0S4hX7G73GNfImdTUtOAOliBUHcc6kYz0gmEUmocJr3sEgETVPmK1lXgnn0/Tm/9sdxy9dGLaa/O5VPKzPdQ0nEjIHpdGTpYH94ipxA5ta/d4z9jZZ/z5ZOp3bQyfButfbtfmnbSY+qYkjpNo197f3o8dGSoxdjWJRVrjxGKd3yF1wWgPv19SwzevzUPt5CaIztjFJDc8y6F//gDP5Z/utTVEp3vtfd6Bf+6551i2bBnXX389P//5z1myZAn3339/X4cxZCjAey4bz4zxBUCqjM6X3zubgqzO7XFzMseBKaNyuXHxaDRVwaWr3HXZeMaWth9TNv0l5F776WMFPQWeUdPxjp2FMWYecX8R2Zd8EC1URODcy0DREJpB1vl34hSkZuvE3XkU3vYVtGA+AK7S8QSmXkT4XcnGjrWij5mPf/plIBSE4SZ08fuxckamxe41NL58z0xGl6amZZfk+/jq+2YTcLtwjZqRikU9FsuCm6B4cpd/Pn3FzhtD6IL3IHQXKBqBWVejjph5xmm60uA2tkDHpQmWbE8fiTgVIRT0aVdBMkrs1d/idGHxdk8RTgbfuY8//jirVq3q8uy4/nzV1F+v6hxSs9oMTaG8OOusYhQCWmIWQoDfreF0UO1Z0wR6sgWRjIDqIqH5MR0VjTjKoXU0LX8cNbuYrFlXoPjziLoLOPn9n58foLm6CpGMgctHZNk/ad38+okYDDe5d32XuJGHKhy0RCMIlaSR1e7+V8y02XmoiTXbjzKyJItzx+WjAB5DQz9px1JDmGixOlA04u5crE4s/cnk71oIMJJN4DiYriysUxRJ7a/vx5MNlRi72hNa+caqLvWEAOpbLR5a3cw3rskn13/6BeIncyyTxOrHULJLcV/wIYTo2f7J6V67XCc0RAgg6O6ZX7fjgP/YtOx3JyAFG6NpP+F1zxNNxvHPuBIzbwyWk3q8Vr2Dmud/C4DZVEP1/k3kXvYhGFmQdp648ILhBQc8c25ADeQQ2fIWWv4wAvNvJO7KAwcsR2Adnw13UjxCgVfWHOLx1/cAsHRjJS+vOsTX3z+rXQICSDgaieOz4fpw7akiQE80gG1hubMxnc59cDgOJxbb9v3Fq9RP5fhUzh3m5q8rGvnsJTntJwydhlA1jFk3klj1KPFlf8O18J5OP/dsZTQJ3XTTTdx0002ZDEHqYUbzQWoe+g7HN4+L7d9E3k1fwsqbiKoqRLavSHtO6463CY6aTdQ59RBhXAshpl5H1jmXYasGMVs54/50zRGTp97a267taF0rFbURxhRn/ka4bkcxty2hduUTYFl4Jy3CO/cW4nrXKjlI0slmj3Dzz1XNLN0V4bxxvk4/T2gGxuybib/9EKx6FPfcW3sxyhPkpE6pxyiKILrrbd6dHcJrn0VTU3vuqIH0RaCpjd/O/FZ0HEgIN+YZdil1WS24mvZCMr3MDoDdT+6diNo9NC97BCwTcIhsfYvk7hWnrh4hSZ2gKoIrJvt4fF0LtS2n3n21I0J34ZpzC+beVcQ3PNtLEbYnk5DUozraz16oqQV0tu3gGT8XYZwoOip0F/5zLiDunN1+Q8d5YlU0PHwftQ99G/W1/+WyGe1n6uUEXJTmdf7qsLcoiiB+aEtae2TbMjSnZ3d9lYaevIDGrBFufv9WI1YXd+gVhhfXnFtJbn6ZxLbXeyfAk8h7QlKPsW0H99jZtKx5DuzUFZiaXQoL7iFqQjxhkXSXkXv3d2luimJYYXxeD/FAOSoWWrQGx0ri+POB1HCZEBBPJNGw8LoUSMZJaj4sR0EngWrFMTVvatKDsGhZ8ShWS6qsjnV0N5dN3UbJVbNZvrWWEUVBLp0zDJ/R+Ru2vcW2HfTc9A3vjKJRWEI741BjpigCdDOMo6gkFY8sFdSPzRzu5kBdmOc2hbl2eteGn4UngDHnVuIr/4XiyUIbcW4vRSmTkNQJ0aTFoepWmlrjlOT5Kc52o5zipmXcX0b+nfcR27mS1pxxrG7MpbBBYfOavby+7jB3XDqeHQfqeXtLFeUFfj5w7TBG2nESa56gYf3LgINRNArP9Z8hZvp5c/1hnlx6ALehcvf5RYw9/DQevw/3rOtYt7eFRNJkWLZKeUkutuoifmy9j1E0Ct+E+TjJGBcEjhCcUsDOWsgPutpK/mSanpWPnl9OsuYQAIo3iG/iAmL99IPdsJpJbH6FunUvongChC58L1bhZCwyn9SldEIILp/s4+9vNzGpxMXogq6NNij+HFyzbiT6xu/xej+PWjC6d+LM5BTt7urP0zkH23TTuGnz639vZtPu2ra2T906jZlj89pNhX43TVN4cfUhsoNuDlWFefLNPcycUEA8YbF574kdHnVN4UcfPAfl0S+0e35w7vUs1+fxu6faLyL92nWFFCz9MVr5Ofw9eQnLt9ajqQr33jqMUSNLaX3zL8QPbCZr9lU0vPGvtueJ4glYi/6DrOz296R0EgjHwlS9p309HTmb37WmKcRe/BlaVi6aPxvHscEyiR/dh+fK/yKZ7Jkpej31fhQC2Pxs6h7WSfLu+Bbx4PCzOvZg+5s53TG6ojtTtDuyuzrBmzsj3HtdPl6j63dgrKO7SG55JVVnLpDXrRj61WJVqf8RAlyJWvSjGzCq3sFlNrZ9r6Iu0i4BAfzxma2E46e/4elEm5hp7CHL5bDmWLWGMWWhdgkIIGnaVNSm17GLxhK8uOpwWvs7R23UYB7moc3MLk915E3L5t9rm7DjEQJzbyQ48wqaVrW/qepUbifPrmn7WhE2rrrttPz7ezT+62uI7S9jWJ1f5He2LMvBKBlHy7qXaHjzIRrfeoTG5U+gF43BsvpHT+1khh2hdeMrae1m1Z4MRCN1xZgCgxF5Bn9d3tStBc1q0VjUETOJvvA/OMmzT4rvJpOQhKu1grp/fpP6p/6Huid/SsOj38WVSCWeaAfJpjWaJGmephckLJJrH0dd9kc0M0JOMDX1Op608HWwVsnrS5+a7Q5mU5STvmtqnl/BjkcQLi8tiRNDgtXNJpZiEDXycY2Z0644apuTCjUazYeofeyHJKsPYLXU0/j637D2vt1nayMcx8EYPQstp6StTQsV4Bo7r8s9sr5gCx01mH4VrHjldPKB4PyxHg41JFm2u+uFiwG0UbMRvhCxt/7c45U5ZBIa4lQFIhtexImfeHNazbWYBzchBBTletM2bZszqZBABxu8tR0zUkvrptcACNa+w3nTS9A1hTfXH+Ha89uPK8+YUEBZfhDP+HltbVqoEP/wCVw7UcE46dy5QRcTvA048QjWjFt5ct2JYqqXzSjAJSy0/ctIHNmOd/yc9kEpGmp26gNfCEhU7iRtKvm659GdvqsoHDNyCd34VXJv+Sq5N3+F0M3fIObq3nBHb0uik3Xene22StdySlAKRmUwKqmzNFVw5Tk+HlvbQk0Xp21D6v6Sfs6lWNV7SO54s2dj69GjSQOOgk2yNr0StVlXgTZekOs3+MYH5vCX57ZxuCbMwqklXL9oZNvVS2r9j2g/DdSxEboLvXQC2uG1jDXcfOWu6VQ1W+QEdO77wAyONibwew2GFwZQDRVt8Qfxzbwax0ygBgtoXPIHsqv2862r7qIiEUB3exhZ4CLUehDljvvYFQmiKDvwe3SuWTiCKWPzaXz+pyQqdgEQWnQLiuGhdftK9Oxisi68h7inEJzUeiPVlV4hW/GFcPp4Zlpc9UPOuL474VmIh0aSf9d3sOqPIDQXIm8YcS2U6bCkTso/Nm37D0sb+eIVuaecXHQqQjMwpl9D/O2H0EomogTTq5x0h0xCQ5zpKHjPuZDE0X3t2l2jziVhpT6Ny3K9fOnumSQtG6+u4jgOmpNAqd5O6/oXEJ4A/hlXEg8Mx0EQceWza/aXeGVzEwUBlUvdCsXrfsvI0jE0NCg8Wj2a5dsaABheFOCzt59LlsfA9JcD4FFieEZNx1U8mqBSR3DHo5hN1fgX3Iw55Tocx2F4CD5581TW7ahhydrDPPHmXj5zxS0Ma/o1VmsjjUsfxTX8HArf+30Sqje1FfhJyUUrHofqD2GFG1MNQiFr0W3EnJ75k1AU0S+H1c6G4whi3hLwlpz5wVK/NHO4m701Lby6rZVLJ515q5J3U4L5aKPmEHvjD3iu+XKPDF/LJDTEOQ6ow2cQmFdPePWzoOlkLboNO7f9sJkmUjO6jo8Hi6NbqHv6Z23fj+5cTeE99+MoGq/uTPD7Z/YDsA1YuV3l+x/8GIknvsyBGZ9h+UnbShw42sLLqw9y6+LR6MlmRONBrNYGrOY6EnWHie5/h5zz76Bp1TMYZZOJHzt/fTjJd/+0CtM68UH/i5eq+PYF16Cv+hsAiSM7sVBJkr5PSszIJeeWb2BV78GJR9CLxhD3l5x1L0i3o4i6PcQPbEHPK0MtnZS2y6skZYoQgksm+XhodTMzhrnJ9Xc9BWgjZxFf/jeSu5ZjjFt41jHJJCSRUP0o024gd/KFgEJSD552lbUuTMKrnmrX5p98Hq3rnqdFzeLRNe23xY4nLfYdjTDel8We2vSZXxt31XLLecOILPs7wSmLad65itjhHRiFI8m96B4aVz5J3rWfbjcVuLEl3i4BAURiJmER4PhHvn/WlSS04CkTS8zIpT7kZ822SvZuaeT8aR7GlOVgqN27ulMEWDtep+mth9ra9PxhZN34JTCTgCChZ8kFnlJGHS9y+s9VzfznRTldfr5QFPTJF5NY9TD6yFmpLUXOgkxCEpAqPh1Xs058cQqqsNHsOHpeOYmqY0N4ioaWXUDjW48gplyF3tE+07obxZfNuGEhWFPT7lvnjs/HFasDt5f61/5Gsi61c2j88HbMhkr855yPpbnaLYrMDrjQVNEuEXndGtkBN3puKb6pF6GOmkPiNB/4LdEE3/rjKloiqTI5q7ZW88GrxnP+9LLTDqWZtsOh2lZe21hBbtDD6NIgPkNFTzRSt7z9Ro3ukjEk1j9H87oXEYpG1sKbUcacR1Lp+n5OktRTZg1389cVTWyvjDOhuOtJRM0uxQqVkNjyCq7pV59VLHJ2nNRp7lgViTf/QN2/volQVXIuugemX4+68B7MxmpAoOx6i9vntb+68nt0mqNJ3HNvobx+NedPPvH9USVBLp5ZhpOMogZy2xLQcVZrM4rbj+MOtWsP+TQ+ddv0ttlzHpfGZ28/l5yxUwncfC/2uEtIqKdfHHjoaFNbAjruoSV7iMdPvRZCCHh7ezXf+eMqHnx+O//z0Hr+99GNxEwb4Vg41omZR4rbh+IJ0Lz6WbBMnGSMxtf/jqjZddq4JKm3aapgwRgPj6xt7vaUa23sAhKbnscxE2d+8OmOc1bPloYMl9VCy9J/4hk2GSOnCKHq2Ik49aULSSgeppSUYhSNAqEyL6Qy7EPncLARKutjjBuWjd8l2HAkjO2ayNXnCK4cF8L2F9Jguth9uJF4bjYloVKyz7sN5/jNTsdGMTzouWWYhzbg9gYhq4S4KxfHEcwY7uUn/zGVxpYo2QE3oaBB0hKAQWfGvBw7faqq7YDhRDEaDmA1VaMG81B9WSSrDyA0g+bQeP7+wvZ2z9l5sJGK2lb8xdn4zlnctvmeq2QssQOb084R27MWvWRatxelChxckUqs2oMo3iwUlwez4SjC5UXkDj+xzxCQbKjCOLoLJxFFzS0j4S/BduS1pwTjCw1W74vxzpE4U8u63jNXAnmooWKSO5diTLqo23HIJCR1TmsdnvIJNLz+97YmV/FoChedSyJSRe3jP25bTa14/BRdcA+rjgbJysnhSE2Yx1/bTTia6nW4DZX73jOB/3tuHweqUuuThIAvXldK6cqnyD7vVhpX/Bs7miqTIjSDnAvuouaJnxJadAvusfNJGlkk1z2Ns/oZskjt65acfQ3quTdgoaGqAsfhtMNqwwt8+Dw6rdETvaGPXl4OO16ndsUTbW2+SQuxWpuIHdhM8ryPE++gpE4iaWM6Cp45N6LlFBPZuhS9YCR2pIl4ZfuqAlre6Yf7zsTVuIeaR+5HaAbZ591G7ZIHOX7jS88fRta1/0Vcy8JlNnH08R+TrD1WeUIo5N38JeI547t9bmnwEEIwa4SbFzaHu5WEIDWpKbnlVfSJF3Z7ppy8JJI6RdWNtFI48co9uJ0Inr2vtyvnYUfDmFV7mVpgkzRtqhuibQkIIJaw2FtPWwKCVMflwaUNKFMux2yqaUtAAI6ZIHpoK0bRSJpWP4fTcATDihA7uLVdPC2rn0VEGzlY28rfX9nNU8v3U9McP+UfR1bQx7fuGsc1swuYNiaHz1xVyuxhGs0rn2z3uNaty/AMnwyA+8AyFkxuP/HC49IozvOmfiZaFky6guDN96JMvx7PtMtQ3CemwqrBPIwR53Z7CEQnSdNb/wLHxjdhLs3rX+LkmRfJmoM4dal1X07t/hMJCMCxaXrjbxj0fOkVaWAaV2hwtMmisrF724coecNxElHs2gPdjkH2hKROcTRXx6VwLAu7uTqt2W5twpVtY5o2TeH0D71IIr03UdcSx/blYdVsTfue1dKA6gmS0INsihbywhP7Cbhu4NILVLLX/gm7pRYUlV0NCt/569ttz3tm6T6++9H55AXSb75ajkpeQQF3LXah2Aks1QORBnDSh8kcOxWvdXATd1x7A/k5o3hzQwUjioPcdtFYQl69bQTQth0SpBa92t4icu/4NlbDYYRQETllxE4aLusqYSfbtqpQPUGscEN6rIlUcrfj6bXwrJZ6hJ0E5exmNEmDg6oIJhUbLN8T5eaZ6XuBnYkQArV0EsmdS1HzR3QrBtkTkjol6QrhnTCvfaOi0eJ4cMaen/Z4o3g0BxoVDF1hTFko7fvD8728ewPRS6bmoOxYgj5qRtrjPSOnEq/ez8GRN/CDf25hw65a3tpcy7f+XU3T9LsB0Ceex6Nvtq/+kDBtNu2pO2VvyHYEMS1ExCggrgbAl4cWar8RnuoPYcdPlPPJ8Thcv2gkP/v8BXzypnMoyHKd8haU40DMyCFZOJVEweR292u6I6l68U+/FIDI3g343v07EUpqDydAzS0H2r9u37RLSGpdX6QoDV7jigzWHoh1+/lqyQTMvatTleC7QSYh6YwURWCj4VtwO/5plyB0N0bBSHJu+SoHIj7qguMInP8eFG8QNZBDaPGdtGSNIa98OGPKsqioDXPnZePJCbrJ8ht84JIyCo8u5au3j6eswI/HpXHtgjIuya/BHLWQh7Z7sRZ8EDWQg+IN4ll0F1YsgmvmdTyxqn0Vbst22FKn4520iMCcG0h0cL8m2YX9g+KKl+zrP49nzEyEZuAeMZXcyz9C67YVaFn55F73WcysYTi2QyjgQvTxmh/HAW3cIoLzb8JqqUMLFRGceSXC8KDnlZJ385dIBFIVDZL+Uopu+wp6TinC5SUw9zpcky/G7n9FuqUMKgioxJMO1c1drykHoPhzwXBjdbOiutxPqIcNpr1RhIDq5jgHD1WTo0bIzc3Cm5OPjwi24iKJgRCCmGmjCPA6YXRhERU+Eo6GrgiEACNShV13gKg7H+HPw+d1oyQjoAgijoeopeJ3a2hmC1srk3zvr+sIeHUunZqNrgre2hHmG3efg9+j852/bWbnocZ2cb73ivFcOqOIpK2y5WAjP/3HurbvKYrgux+ZT1GoazdeNWGhmhFszYOJhmGFcUT73UQz+btWlOM7nGpYihstGcZRdRLvqg6Rnx+gqboWYSdJ6v5+mYAG09/MmY7RFT21n1BnPP9OmFkjPCwa6+3W85M7liJcXtwL3tPh90/32uU9IemUGlqTNBw+wMS9j2FV7EAYblj4Huxx80g6qfFjx3FwHaswkCTA8dub+rFRIHdrBTUPfxsnkeruC83Af9vXifiHpR4gwKOAZdlYwkfcagSgJZLk8ZWpe02KgDguXI7GzReO4ft/XdMWo6EpTB6VR9JOLWQdX5bFF++eyXPL9+P36lw1fwTF2e4uVykwHRVTDbTd848rx4aw+sklm22fFJMNlnrqIbaEcIHqSk0hlKQOFGZp7K1JdDsJqcXjSKx9Emf+XV2eJSeTkHRK4XCE0sMvYVXsAMBJxIi+9gc8hcOgE7tpKoogtmNZWwKC1Ey3yKZXMRZ/uMPdQ0N+F163RiR2Ymhg/pSStjsbo4sD3Puhuby54QhBr8H8KcUUZLnbZptpimBCWRaT7pyOQGBZtiyTI0lnkO9XWbWv+/eFRCAfALvuAGreiC49VyahIcbBYc/hJiprW8gOuMkLuNImCByXYySx9q9La3caj3Y6CcWba9LazZY6/NEqTD0vLUHYtsNdl01gw64aKmtbmTYuH1UIzGPrahQhGJ7v4/1XTMBxHGzb6XC6s2059JtuiyT1c9k+lZpw9+4JwbFZcsXjSO5Z3eUkJCcmDCFCwLrd9Xzuf17nhw+u5cu/WsbyLUdxTvFh7fb50PLL09qTRudmV5mmjXfsnLR2z+gZtKx9Dr2D7bTzs9wsWXuIlkiCkSVB3t5ciWlZhLztp49alt3hgk9FOLjitbia9+OymulupXlFpKoS6BXrMOp3YNjd25FSkgYCnyGIJR0Sp9kx+UzU4vGYe1Z2eQ2c7AkNIY2RJP/373fa9T7+/OxWpo7JBQSqIvC7VOKmTVVjhCCt5C++m/onftxWH0qMnMVr+1QuzmnGpavEFX/6m05AU9TEshxyCyaTfeF7aNmwBBwb/znno/lDNLz+D3znXIDhU0lwYtKAS1P4zK3T2Hqgge3767nnigmMK8uiM7lExULsX0ntK38Cy0TxBsm94QvEjt9/6iQhQK/ZTu0TP25bM+QePQPfBR8iofq6dKyBzrQdwnETr0vDOFWXWRrwhBD4XQotMatb2zsAiGAhCIFdvQe1cEynnyeT0BASjibTpitfe95oHn9jL0s3HMHQVT5+01Sam8Kco+1DW/sw1Qs/TNN5/40ercXWPCT8RaxZXsls/XUCTgvu0TNJ5ozBOvZWipk2z688wPMr9gOCS+cO44JpCyk7Lw+ScRwzTuOyx9AC2US3vEns8HZCl3+MuL+sLTkG3BrXLBrFwsmFxBIWjpP6IznTFZYWqaL2xd+1fW1Hmml49peEbruXuOj8DVfDitDw8u/bLVqN7VmH79zLYQiVvKluivOrxzdxsKqF4lwvH795GuW5HnmPbZBy64JIwiG3m89PDclNJLlzmUxCUsey/S6CPoPm1lSvpiDbQzxh8ub6VOXqWMKiuiHKWFcdytI/IkbM4O/rbdbuPnTsCFGEqOe/7piGuuIftDTXoPpCaIYPy1+OELBxTx1PLz2+S6vD88v3kx1w4R1Zhnj1fqzWhlQP5bIPUvfKX7DDDdT/+ydk3/Gd1GLRYyKxJOt31/Gvl3di2TY3XziG6aNzO94m4hi7pTatzWyqglgLeDqfhISdwGqpT2t3Yh1UjBikokmbH/19LfXNqZvVlXURfvDX1Xz/4wsIuOTHxmCkq4L4WQzHAahlk4kvexDX/DsRmtGp58h7QkOIz6Xy3++ZSX7IA8CsCYWs39l+4oBl2wTN1AdwvHgqa3c3tvu+40C8NYx1bMJBvGIXIp76cFZUhbc2tN+KAWDHgQYakjqB6RcRWngz/snnYdYfxY6k1l1YrY3Q2n4R6ta9dTzwr/VU1rVS3RDl14+/w47DTad9fYo/fYMuNZCL4+pahQBTD+AZO6t9o1BQQ8VdOs5A1tASa0tAx0ViJrVN3Z9BJfVvqhBpG0V2leLNQgkWYB7Y0PnnnNUZpQHFcaAs18NPPnM+P/rkQq5dNILhRSd6H7lZbjRVwTo28UBrrSE/25N2nIB1IhlooUIcNXVl7NgOozso0VOY48WxHRqXPUbjsseI7FqDnYyBY2MUDEfLKQHXiXstqqrw1sb0ZPbSqoOop9n11PQWErrwHhCpt7UwPORc9QmSXbyPYzoq/kV34BkzMxWPP5u86z9Pwld0hmcOHl63jvaun7UQEPB0vb6YNECInplPqpZOJrn9jU4/XvarhxjHgZygGyueWlZ60wVj2HmwkY9ekE1x63ZcTVvQxlxPvHQy9vZX+Y/Fn+OHT1W0bfc9b0I2BQ2bAFADORiFI3ACqR6CbTucP72Ut9YfofFY0dK8kJvJo3Lxe1SyL7wbIQSKN4uWDa+Sc8FdxI7sRPVno1iJtvs+juOQm5We/PI6aDuZJXTUsReQX3YOdqwF4c8lbuR0q2J1TM/FffHH8Z/Xgq0aJFTfkLoXEvLpvP/qSfz+qS1tbbdfMo4cvyx8Olg5jnPK5RpdoRaPI7nlVezWBhRf9hkfL5PQEFeY5eJ/PjiOlse/gx1pJgEkdiwn77avYwM+xcOPPjaHisYkPrfGsJDA0yBgzATUrAJMTx4JJXW/RQjI82t87s5zqaqPgBAEvTq7DzUyNuSl4bW/AeAZMY3A1MXUPvebtjjCm14j785vEfMUY9sOC6eVsHRjBVec4yfLZbOrDhbNHoZ1huECCxXLUwieY9stnEXmMB0NUz/2RzSEEhAADsybWMCo0ixqG6PkBNwUZrt75ENK6p+SFhja2f+ChaqjFo0luXslrmlXnvHxMgkNcY4DWtNh7EgzkNqozjNmBslomB2xfP748kFGlgS5afEY8oNG6p5Q4XQgNROuoSmOx50k4NKor6tFj9bxg8eqicbbL3ybVj6Z4LF/C5eL5jXPt4/DTJA8sg0xthjHgVGFPn5wlU7zK7/CjrUyrmAE2e6PEyW9BpymKdi2c1YbxUnpFCEoynJTlNW9Dc+kgSWWtPEaPXOHRi0ej7l3lUxCUicd6y14x81B9fhpXPoYODalecN438K7+NHTFWzeU8f9H5uP/9jMqJrmOD/+x1pqG2NoqsLdV05giqeKRGtLWgICaDWVE0lIKB2WfXdOqq6ZqDlI4zP/y/EuSLJ6P40v/x7/Nf9NktSsG92OIqp2ENn6JlpeOe5x84l5hs59G0nqSZGEg9/VM0lIyRuOve4pnFgY4T79xCA5MUFCyR2G4vLiKhlDy8YlbetjrNqDlFe/xfjyIOFoksq6VNUA04ZfP/EOtY2pmVKmZfPnZ7YSVXz46ncwoTzY7vguXaUoP4ucaz6F4vYT2buBwJQL2gehahilk9pGz5INR3n3GFiiYhdqPDWjTlEE9p4V1D39P0T3rKPl7Sepe/S7uBPtZ9lJknRmsWSqxqLX6JnxVqGoKLnlmEd3nPGxsickkXDnkXv7vSR3r0r/5pF3mDpsPjsONaNrqWuW1rjJ/srmtIfWWz6CB9byobnTeMQTYvWuRoYV+vnwdeeQ5XVhemeRc9dYsBJgeMkNFtK68WUUXwjf1EuI+0va8o7qTd/8TQ3kYOupoSE92UL98kfbfd+OhrHrDkFxd5fbpVNVBSEEpplebFWSBovGiE1eQO1yBezTUQIF2LUHYcTM0z5OJqFBpKOqAqeqNKAoJ4bEHAfinkKMwlHpBy0Yy86jCSaOyKYkz4eigNetMmFYiEjCpKE5TjiaZO74bCZmRQje/EWSjVV88jwfrfMCePOLsXVvWwxxLYhiiNT9m4Jz8Fw5BccRxCy7LQEJIdDyyvBPv5TwhpePBayRfflHU2VzHNqmkwrDjVB17OjxvV4chBC4zQaspmoUt5+kNx+LM08tVhTRdl9JCIErfJjo5iVYLXV4p1yMXTAOU7SfHXb8b3YozZyTBp/qFpOy7J5NB8ITwG5NX/T9bhlJQr/4xS94/vnUjenFixfzxS9+MRNhDBrueC3Jim04kRZc5ZNIBMvRky1YR3diNR7FVToBK3s4cQwO14R5/u195PsVxuarOAhiejZ7K5ooz8qheOJ5RLe9BaTWxzjTrmNWnYeSPA/Jyp34YkcI5Jbz1Ys04kcP4QQL0PNGElvxMJEnNhHz+PEvfi+rqnwI4TBBayAv2ErcU4hmRRF1e0kc3Y2eU4ZSOJY4QY5nH1eyAatyB3bjUSJZeWihfPJv+HyqbE9WEXF3/onhOi1A/jWfJH5kJ04yjpaVT3jbStS8csTR9UQPbEb1h0jGWkHR8Ey+gKjecQ8pbtrsrwqz53Aj5YUBRpcEybGqqX3oW20186J7N5Bz9X8iymZhJBqxju6k7p0KjNxSHARKdilxb0m3poNLUqYdbbKYUtrD0+9VDY79/ZxOnyeh5cuXs3TpUp544gmEEHz4wx/m5Zdf5tJLL+3rUAYFV6KWuke+3Ta7DSD/pi/Qsv4VhGOTqDtC84rHyb7io6yLjeXXj29qe1xJrocvzEuwP15Awgjx19cquHTGZYy6bCGKlaBOy+GXjx+kKRzHtBwmjwjxH+VVGBtfxTNiKpE1z+Mun0hyv5fEgdRx7WiY5hd+Rd7Cz/Odp2tT55gToXiSRmzbUppXPnEi9uHn4L/skySEB5fZROOTP8asr2j7fmjRLdS//EeCC2/BKprW7gPeiFZR++yvsdtK6QgKbvkS8Z1v07TskRPnKBmLnluCuX8D7uHTiRntE5EDPLfywEmlhmDmhAI+Ot9oS0DHNS9/jJybxtLw/M9IHj3x+Kw519K6/Amyr/wEMV9pF357kpR5juNwsD7JLTO7tvPrGSWiCNeZF4r3+cSE/Px8vvzlL2MYBrquM3r0aCoqKs78RKlDVtWedgkIwKyvxFU4HDsZwztmBqHzbqW+oZkHn9/W7nEVdVEqnVxGuRupbYyyaFoJ//fsbtbVB1jVkMP9D++irinWVspjy/5G6oITSNYeQfWmJh+4yycQ3bM+La4su77tHBWiEJqraH77yXaPiR/YjGiqBMCpP9QuAQE0r3kB36SFtKx6Gt2JtrULAckj209KQAAOTSufIFG1r90x4hW70LOLsBMRrOq9aXE2tCZ4dln756zdXk2VmT6jRwiB01jZLgEBNK9/Cd+4WcR2rkCRC2mkAaa6xUJToCirZ/skdksNSk76VjDv1uc9obFjx7b9e//+/Tz//PP885//7NIxurpXe1/ry/ia9rXfg947bg7RveuJHdwKQPzITvS8ctQ57yGWqEx7ftIWqIpFNG6iH1tvI0htqd1RHamEnfqQPT6d2myuR88uIvmuBBJXfEBL2zkcK9muKvVxmmIRzA/QUp1+499OxFB0A8Xw4A94Ud0nrqoatkfTHx8NowXSh9wcx0boLoSVSPvdNMUa6Gh5ka15ELobJ3miVlro/NsQooOp5WYSoek44UZyc7tWp64v9Pe/F5AxdsTrc6H1wOLRM1m+t4nzJgTJzu65bUocy6S6dj8F134MPfv0P7eMTUzYtWsXH/3oR/niF7/IiBEjuvTcmpqWMz8oQ/LzA30an7tgVKpW2rEPeKNwOI1vPdLuMcnaQ+ToCS6fN5xnl+1va3cZKsVGmGorm+HFQTbvrWfSyBw27a7l3HH5TB2Tx6bdJypTZ/kNCp1ahO5um0XTun0FORfeTd2rfwU7tT5IlE9n1VEX0IJLVynWW1CCw3GPmEps/4nhQNWXhektoKamBXewGKG1HwLzT15IZPc6gotup77FhpYTP1d3yURAcPI07sCsq4gePFFmBkDxBjFyy2lc+W+yLv5Q2u/GZ6hMHJHDtv0nbqDmZbnJy8ki+/ZvEtu+DCtcj2fS+Zi5o9GSLQiXFyd+YpM779hZRPdvJjDvpn733uzr92N3DJUYu5rEIq1xYrH4mR94FpKWw8aDEb56dR6NjT23caN56B1EqIRG0wc1Lad97RlJQmvXruXTn/40X/3qV7n66qszEcKgkfCXkn/b12he8Th2uAE9f0SHj9PcPkaVhrjjkrG8sb6C0lwXN8wM4dJMNHLZtbGS6voI77t8NKt31tMUjnPD4lGUFfhZu72asWVBrpkgCBxYgv+6TxGrOoAWKkTNH4GZPYzsi+5B0XQcd5BdkSCrXq5k1thsbpyZxfBsh5i7kMCFH8BzeDNWUxWOZeOevJiYlpqKHfcUknf7N2hZ+QRmfQX+iQtQc0pwT1qMmZW+KV0iUEb+rV+lecVj2NEW/LOuhvJz8ZVMQgvmE92xEqNoFP5zzie8822yFt9N3FeS/nNRBB+94RxeXXOIVVurmDwqh6vnj8SjK8T0EpRZt6EpgsSxfZgsVy55t36d8Kp/k6w+gGf0uWiBXJRQMWb2yJ77xUpSH9h8JM7ofIOCQM+lAicZx9yxFM8Vn+nU44XTx9N5KisrufHGG3nggQeYP39+t47Rn6+aMnVVpwsLHBOESvTNPxLdtrzte67yibgv/hh7d+4jqCdxsssxhUFlU5KSXC/FNW9jBQpwkkka/CN54IndjCnLoqo+QlGuh4tnlTOywINqx1EAE5WYbeByooh4C+Gl/0CoOv4ZV2Bmj8IgTtTR0LFBqCRs9diU50O0rHgMs/Yw3nPOw5iwmLjWfj2QptgodpKs/Dzq6sJnLMWTet0WpjDaZs4pCmhWDFt1IewECI2ko572OEIIEpaNoSqdmuGmCZugVyEcNXEcSDr9c7XDUOll9LZM9IRWvrGqV3tCScvhz8ua+M+LshmR17m9f87EcRyS655EyS7Bveh9be39qif0hz/8gXg8zg9+8IO2tjvuuIM777yzr0MZVFIfsio44J1/B+7hU4nv34irbCJa+TlEt71O7kkz0/S5d/HY6iB3z/HgWfm3tvaDc7/MkZowR2pSN/23H2jgSE2ED1wziWjcIj/oJuDRETgkhAfcHjyXfzY11dtywAbzWH23BLSNlrliNdQ+/B2cZOqPqnn54/haGtAX3IPlnJgfY9oKkJoq2placCe/7uNsGxLCDTapY3XiMstxHHTlzLu3tsXpKKjeAInW/v3hKUmnsvZAjNEFeo8mIHP7GzhmAtf8uzr9vD5PQl//+tf5+te/3tenHVISWhAxfB7GyAVYto3aWkH4pAQEoKx9lA9e9FXyWk/MGFPKziEnP5c7LvWzcVct2/bXc87oXIYVBvjab5anynq4Nb783tmU5ZzYVkGYMdTmStR4BBEqJOHKT/swtxqOtCWg41o3v0H+rOuw9DOXe5ckqec0RizWH4zx9WvyeuR4juNg7ngLu/4Q3mu/ilA7v+9U/xxDkM6a44BlHauI8O5tqYfPpKL0YtbujVPgKWTqoo9htFbzZM1wXnvwHQAWTi3hsrnDKcj28PArO7ni3HzKczRW7I7wq0c3ct+H5mCoCrodIbbs70S2LQNAaAZ5t3yVWHBEu1N2tNWvMNw4yumHySRJ6lmO4/DqtgiXT/aR5z/7FOBYJsl3XsKJteC55stnLFj6bjIJDQEikI8wPDiJKIo3yOb8y/jtMyd2Ln3W7+KTNyxgyasnZq4t3VjBh6+bTH7IxXevz8a78V9YByqZMmo2+yZfSCRuYXgVRMOhtgQEqS0ZGl/9I8Ebv0aCEyuwRXYZev5wkjUH2tpC599JUs+iwznSkiT1ivWH4jjAZZPPfjmBHWkiuf4pRFYR3uu+gtC6XnVBJqFBKGbaNLUm8Ht0Am6NhJFDwY3/Rd1Lv8ccMZ9/La9p9/im1jiKcPjCFXkkHZVn32lld0WY9Ttq+MxluTQ8979Yx6Zf23veZrQZw3vOp3AAJ9IIgNDd+KcsRvX4cSwT3YmTOKnOWlwNkHXN57CrdmM1V6MXj8UKDcdxwGU2QTwM7iAJLdAnddiEELTETFpjSbJ8Bh5dkfXfpEGvusVk1d4oX74qD/UsF1abFdtIblmCMf1qjKlXdLv4qUxCg4SiCDQVGsIJvvfXNRyti+J1a3zi+vFMGZFFvL4Sd/lEEuWTSC6rZN64LK4Yr+CzmsnKy0WpWELruudBUfnUlCv5d85oirMFHN3etv7nOPPARlzJJmJGLpo/G6G7yLngLhpXPonVUodwedHzh6GUnIt90qSDuB6CslkIIYg7DkI4GDVbqX/ul9ixMKovRM41nyYe6qCQag/bdqiRXz66kdaYSU7QzefvPJfSHI9MRNKgFU/aPLspzB1zghQGu//R78QjJLcuwQ7X4r3y86gFZ/f3KvcTGgTciTqMyvVEX/pfjNd/xrcu05k9JkgkZvL/HtlKbVUtdrie8KbXsJc/yPsvH80dpfvJXvYzjJV/IvrMT1CwMIpGgW3Bxme4aqzNucF6SKZPEVU8fhw1dY/HcfvJu/JjNL79FFZLai8fJx6h9plfYkRr054LtE1acMXrqXvqgbbyO1ZrI3VPPYBhpm8T0ZMaIkn+3z/X0RpLJdf65hj/75/riSbTqyFI0mDgOA4vbmllcqmLuaO83T6GeegdYm/+CSWnFN/N3znrBAQyCQ14LqsZ68gWap7+XyK71hA7sJnYi7/gvdMsXIaKbTscrarDXTIGANXlZlwogdj4TLvjtKx/Bd/YWW1f58YO4t7wCMm6I7jLJ7V7bOiiD5DQUrXjLE8udiKK1fyuhOPY2C3th/3ezYpHsKZdhzJ2IRyboGBHW6C1oVs/i86qbYqmlSSqb47R1Hrmir+SNBCt2BvFtOHO2en7dHWG3VxNYuW/sA6/g/eqL+Cef1eHk426Qw7HDXTN1STrjqR6MCdRt77I7LHXs3RLHSHdxIq0knv5f9Cy6TWURBjn3YtnHLvdltua4cKOhQlveYvAjMsJzLoKKxZBCRVhBk5sWZDEhbdoDIrHjx1tPwtPeEOnDLslZvL0qijLNgUpzy/k7sXnkbPq19iJGLh7t0ZXyOdCiPZ7APncGn5356eVStJAseNonO2VCb52dR6a2rX7Nk4iSnLXMqyKHbhm3Yg+8UKE0rN9F9kTGugU0eGbQqgapuVw13mFFKhNWJEwDUsfxSgYTjAvH9UXavd41Z+NHU8VBXWPnIrZUp+qR6douIZPIV4whWT5HOKBYVjvunaJugrJufLjoJxozzr/TkxvQYchO8CDL+7gldWHicZNdh5u4XtPVdE67TayL/8ICVfO2f1MziA34OK9V05s+1pVBJ+4eRoBj7wmkwaXyiaT13ZE+M+Lcgh6Or8cwrEtzL1riL3xBxRPEN/t38eYfHGPJyCQPaGBz1+InlOSVvzTM+s6LrFLyPGAT+jUPHw/en45enYhomIzOVf8B7GDW2lZ/Sx6yViyFt+DlYhTMHJ6av2OmcQ1agYE8km48k5bScBxHBJ5k8i/5wfYLTUIb6ow6buT1XHNkSRrtlW1a4snLeoCkykszen1yQGKgPOmFDNpRA6NrXHysjxke7VOVWiQpIGiOWrx9IYw71sQojync718x3Gwj+4kueNNlKxivNd9FTW7d/fIkklogIurfjzlU8i/7tNE923CTsZxRs7hB6+E2X54A6oi+NptYygMFeKftIiG1//R9lzfxAXkXvlRFE+QRNYwbBvM05zrdBwEMVceuM68AlvTFLxujUis/dncbne72XS9SRGQH3SRH+zh3SRP4VTbrEtSb4gnbf69Pszl5/iYXu7u1HOs+sOY298Ex8Z9/gfRys7p5ShT5HDcIBBVQ8Tyz0FfcA9VE+/gP/5SxfbDrQBYtsPvXzmCb/4tNL39VLvntW5bjh1povapn6HHzrwXfE8JuDXed1X7yQ5Tx+RRnNu9WTv9mebEcdXvRGx+Bv3ImtSaKEnqRZbt8MymViaWuLh00pn3CLLD9STWPklyw7PoUy7De/N3+iwBgewJDRqOA8mkRVV9+p4gR+siCFcRdqw1/XmWmRrGS0TAaH8vRgiIWw6m5eA1lE4VAu0M23aYMTaXb//HPI7UtBIKGAwr8OPSBtc1kaKAs2MZta/9ta3NKB5D4OrPklD63+Z30sDnOA5LtkfwuRTunBM87QJSJx4huXs5VsU2jKlX4rny8z02460rZBIaZIrz0q98Fk4twcgrxSgcRaLqpC2uFQ2hqGihQvC2T0C247DzcDN/fGYLjS0JLpszjCvnDcfn6plab6oQlOV6KRuEvZ/j9HgjdUsfateWqNwNDRWQOy5DUUmD2ZoDMerCFl+6MveUFREcy8Tcvw5z7yr00XNx3/YDFE+wjyM9YXBdeg5AqipQOzlt8lSPVRSBqqZ+lQVZLv7rrhlk+VNXNHMmFXLzhWOIKgGyrvgYrvLUrDA1mEfORXcTPbyTnGs/S1xpnwyONsb4+4s70DUV07J5bsV+Xll7CNHFUh+pfXocTNuhm1U9BixhWzjJ9LVHJ08gkaSesqsqwcZDcT59cQ5uPf2j3XEcrModxN/8I05rPb7rv4F70XszmoBA9oQyqrIxyrJNldi2w8KpJZTkeOjoc9oBKuqjLNtUgSIEC6cWU5yd2kqhujnOis2VtESSnDethPI8H+cMz+b+j84naTn43VrblUbMVYDvys+TL6IkLQfbsvCOmk+U9jfnFWwKkkf48rjtOEKhKX86v3yjmVdXH+LyOcNwd3LYLG7arNlRwxNv7MGlq9x1+XgmlGehDpFsZLpDeCfMJ7L9xAaDwvCgZheTzGBc0uBT1WzyyrZWPntJDtm+9NEKu7mG5NZXwUrivuA/0EondXCUzJBJKEMqGqJ883cr26YFv/j2Ae778DzKOxieOlIX4d7fr2ybuvzC2wf49n/MQ9cUvvl/K9q2nl6y5hBffd9sxhQH8Ogqng5mZSbRMfJyaKppOWU/2GjaT9O/v8fxm0BBsYRPLv4cf1qVQFc7l4CEgM376vnD01va2n76j3Xc+8G5DC84883SwcB0VLzzb0MNFRDdugy9YDj+eTcRd+X22P01SWqN2zy1Mczd87LSNqhzkvHUYtMj244tNr0A0c+2T5HDcRmgqgpvbqhoty7FcVKJSHtXL0PTFF54+0C7tTO27bBqaxXv7KlrS0DHPf76bpyz6GioqiC84SXafUo6NqHq9Xz4usl0dsG1jeCFlQfS2tfurEY5y+q9A0lcD6FMv4Gs27+N+5KPE/OWyCKpUo9JzYQLc94YD7NGeNp/r3IH8Tf+iNBcJy027V8JCGRPKGNMK71YpmnaaR9QjpNqfzfLdrA6WFxpWvZZXmULsNIHi9yaQzDH27ZR3pkoAvKyPew50n5Kck7APeQ+hFPbjXuObTcuST3n9R0Rsn0q104/UerKiYVJbnkFu7UR92X/iVbUvyfByJ5QBliWzeJzS9Nu1F8+b3jah7xl2Vwxb3jaMeZMLGTq6PQZMDcsHt3hfaWuxOabfvm7WgW+yed3OgEBOLbDdYtGoZ00fBf0GUwbc/rqC5Ikdc7WijhHGk0+tCiEcuzDxKrcQXzpX1AKxuC75Tv9PgEBCGcAfiLU1LRkOoRTys8PdCo+BzhU28pzK/ZjWQ5XLRjB8Hw/HY1U2Q4cqAnz/Ir9KEJw1YIRlOf5EKTuLb2wcj8tkSRXzhvBqOIA2hmGu84Uo4qJ1rD32P5CGv4ZV5AIjexyNQMhoKY5zt6KZnRNYWRxkJC3c+VDOvtzzCQZY88YKjHm53etMO/KN1YRi6VvpQJQF7Z4eE0z/315LqXZOo6VJLnlVeyGCjwXfRS1cMxZxdrTTvfaZRLqYV19sx6fWt2ZXsapHpuati063VPpbIyaKnAAy+r7t8hQ+WDqbTLGntGfklDScvjnqmaumOzjvHG+VMWDdU+i5o/Cff77EXrnyvT0pdO9dnlPKMO6MsR1qsemkkTPJ4p377kjSVLmLd0VpTxbZ9FYL1b1XhIbn8M1+5bUzLcBuPxBJiFJkqQB4lB9kj01Ce67Lh/r0DuYO5fiuezTaMXjMx1at8kkJEmSNAAkLYeXt7Zy97wsjCNrMQ9uwHvd11BCRZkO7azIJCRJkjQArN4XY0SeweTkZsxDm/Be93UUf+9uANkX5BRtSZKkfq4pYrHxcIxby49i7l+H99qvDIoEBDIJSZIk9XvL9kS5aKSDb++reK76PIo/N9Mh9RiZhCRJkvqx2haTQ/VJFrc8i/v8D6DmlGc6pB4lk5AkSVI/tvpAjAtzjuAdcQ76yFmZDqfHySQkSZLUT7XEbPZVx1kkNuCed0emw+kVMglJkiT1U5uPxDnXc4TQ/JsQhufMTxiAZBKSJEnqhxwcth2JMD9wGG3MvEyH02tkEpIkSeqHasM2ihVn7OyFCDF4P6oH7yuTJEkawA7WRJmiH0AfxL0gkElIkiSpX6qoj3FOmQ+huzIdSq+SSUiSJKkfqo0qjDtn4BYm7ayMJKGnn36aq666issuu4y///3vmQhBkiSpX8tWwviGTc50GL2uzwuYVlVV8cADD/D4449jGAZ33HEHc+fOZcyY/rUToCRJUiYVuaIItz/TYfS6Pu8JLV++nHnz5hEKhfB6vVx++eW88MILfR2GJElSv1YUHBqbHPR5EqquriY/P7/t64KCAqqqqvo6DEmSpH4tNzT4e0GQgeE427bbbUHrOE6Xt6Tt6l7tfa2/xwcyxp4iY+wZMsZ0paV5A+Lncrb6PAkVFRWxZs2atq9ramooKCjo0jFqalp6Oqwek58f6NfxgYyxp8gYe8ZQibGrCUVzefr9z6WzTvfa+3w4bsGCBaxYsYL6+nqi0SgvvfQS559/fl+HIUmS1K/5s0KZDqFP9HlPqLCwkM997nO8973vJZlMcssttzB16tS+DkOSJKlfM/wBnEwH0QcyMv3i2muv5dprr83EqSVJkgYG1WAoZCFZMUGSJKkf6uqErYFKJiFJkiQpY2QSkiRJkjJGJiFJkiQpY2QSkiRJkjJGJiFJkiQpY2QSkiRJkjJGJiFJkiQpY2QSkiRJkjJGJiFJkiQpY2QSkiRJkjJGJiFJkiQpY2QSkiRJkjJGJiFJkiQpY2QSkiRJkjJGJiFJkiQpY2QSkiRJkjJGJiFJkiQpY2QSkiRJkjJGJiFJkiQpY2QSkiRJkjJGJiFJkiQpY7RMB9AdiiIyHcJp9ff4QMbYU2SMPUPGOHQJx3GcTAchSZIkDU1yOE6SJEnKGJmEJEmSpIz5/+3dfUxT1x/H8XdHwYc4o2YiCxqIj9ElMjIzrZph0VTKpRSND+BSVOYDxojTPxAXo5nBiMYI4rbMROOzMZqABiLowiRTMRAWlcQsmcEBoozh3FZB0pb2/P4w9if57UEz/d1b/L7+u6cHzufeE/j2XMq5UoSEEELoRoqQEEII3UgREkIIoRspQkIIIXQjRUgIIYRupAgJIYTQjRQhIYQQugmpIlRUVMT+/fuDx263m1WrVmG32/n444/p6OjQMR2UlZWRnJyMzWbj5MmTumZ5XmdnJykpKbS2tgJQU1ODw+HAZrNRWFioczr44osv0DQNTdPYvXs3YLyM+/btIzk5GU3TOHz4MGC8jM/s2rWLvLw8wHgZXS4XmqbhdDpxOp3cunXLcBm//fZb5s+fj91uJz8/HzDedexTVAhwu91q8+bNavLkyaq4uDjY/vnnn6sDBw4opZQqLS1V69ev1ymhUj///LOyWq3qt99+U11dXcrhcKg7d+7olueZmzdvqpSUFPXee++pe/fuqe7ubpWQkKBaWlqUz+dTWVlZqrq6Wrd8165dU4sXL1Yej0d5vV6VmZmpysrKDJWxtrZWpaenK5/Pp7q7u5XValU//PCDoTI+U1NTo6ZOnao2bdpkuLkOBAJq5syZyufzBduMlrGlpUXNnDlTtbW1Ka/XqzIyMlR1dbWhMvY1IbESqqqqIjY2luXLl/dqr66uxuFwAJCSksJ3332Hz+fTIyI1NTVMmzaNIUOGMHDgQObOnUtlZaUuWZ535swZtm3bRmRkJAANDQ3ExMQwatQozGYzDodD15zDhw8nLy+PiIgIwsPDGTNmDE1NTYbK+OGHH3Ls2DHMZjO//vorfr8ft9ttqIwAv//+O4WFhWRnZwPGm+u7d+8CkJWVRWpqKidOnDBcxm+++Ybk5GSioqIIDw+nsLCQAQMGGCpjXxMSRSgtLY1Vq1YRFhbWq/2XX35h+PDhAJjNZgYNGsSjR4/0iNgrC0BkZCTt7e26ZHnejh07mDJlSvDYaDnHjRvH+++/D0BTUxMVFRWYTCZDZQQIDw+nuLgYTdOwWCyGu44AW7duZcOGDQwePBgw3ly73W4sFgtffvklR44c4fTp0zx48MBQGZubm/H7/WRnZ+N0Ojl16pThrmNfY6hHOVRUVLBz585ebaNHj+bIkSMv9PVKKd56S5+6GggEMJn+u9W7UqrXsVEYNeedO3dYvXo1ubm5hIWF0dTUFHzNKBlzcnJYuXIl2dnZNDU1Geo6nj17lnfffReLxUJJSQlgvLmOj48nPj4+eLxgwQKKi4v54IMPgm16Z/T7/dTX13P8+HEGDhzImjVr6N+/v6GuY19jqCJkt9ux2+0v3D8yMpKHDx8SFRVFT08PXV1dDBky5PUF/BtRUVHU19cHjzs6OoK3wIwkKiqq1wc4jJDz+++/Jycnh88++wxN06irqzNUxsbGRrxeLxMnTmTAgAHYbDYqKyt7rcz1znjhwgU6OjpwOp388ccfPHnyhPv37xsqY319PT6fD4vFAjz9ZR4dHW2ouX7nnXewWCwMGzYMgDlz5hhurvuakLgd91cSEhI4d+4c8PSHcMqUKYSHh+uSZfr06Vy/fp1Hjx7R3d3NpUuX+Oijj3TJ8nfi4uL46aefgrcdysvLdc3Z1tbG2rVr2bNnD5qmGTJja2srW7Zswev14vV6qaqqIj093VAZDx8+THl5OefPnycnJ4fExEQOHjxoqIyPHz9m9+7deDweOjs7KS0tZePGjYbKaLVauXr1Km63G7/fz5UrV0hKSjJUxr7GUCuhl7V+/Xry8vLQNI23336bPXv26JZlxIgRbNiwgczMTHw+HwsWLGDy5Mm65fkr/fr1o6CggHXr1uHxeEhISCApKUm3PIcOHcLj8VBQUBBsS09PN1TGhIQEGhoaSEtLIywsDJvNhqZpDBs2zDAZ/4zR5tpqtXLr1i3S0tIIBAIsWbKE+Ph4Q2WMi4tjxYoVLFmyBJ/Px4wZM8jIyGD06NGGydjXyJNVhRBC6Cakb8cJIYQIbVKEhBBC6EaKkBBCCN1IERJCCKEbKUJCCCF0I0VICCGEbqQIiZCUlZX1j/sEvkif2tpaUlJS/nG8CRMm/On3qqqqCm7373K5qKyspLW1tdf2NEKIvxbS/6wq3lzXrl17JX3+rdmzZzN79uzXPo4QfZWshETI2bx5MwBLly6lrq4Ol8uFw+EgNTU1uI3T833a2tq4fPky6enpzJ8/n1mzZlFUVPTS4xYVFTFv3jycTieXL18GoKSkhNWrV7+S8xLiTSQrIRFydu7cSUlJCUePHmXRokXk5uZis9lob29n4cKFxMTE9OozdOhQcnNzKSgoIDY2lvb2dqxWK5mZmS817siRI9m+fTs//vgjLpeLioqK13SGQrw5pAiJkNXY2IjH48FmswFP9++z2WxcuXKl199kTCYTX3/9NdXV1ZSXl9PY2IhSiu7u7pcaLyMjA4Dx48czZswYbty48epORog3lNyOEyHLZDL9z3NdlFL09PT0anvy5Anz5s3j9u3bTJo0idzcXMxmMy+7beLzz6oKBAKYzfIeToh/S4qQCElhYWFER0djNpu5dOkSAO3t7Vy8eJHp06cH+/T09NDc3ExnZyeffvopiYmJ1NbW4vV6CQQCLzVmaWkpALdv36alpYW4uLhXe1JCvIHkrZwISUlJSSxbtoyvvvqK/Px89u/fj9/vZ+3atUybNi3Yx+VysW/fPmbNmoXdbiciIoLx48czduxYmpubiYiIeOEx7927R1paGiaTib179+r2AEUh+hJ5lIMQQgjdyEpICODgwYOUlZX96WuffPIJqamp/+dEQrwZZCUkhBBCN/LBBCGEELqRIiSEEEI3UoSEEELoRoqQEEII3UgREkIIoZv/AP/kVwligiBHAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a visualization with Modin df \n",
    "sns.jointplot(data=modin_tips, x=\"total_bill\", y=\"tip\", hue=\"sex\", hue_order=[\"Female\", \"Male\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x7fc3bda21520>"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a visualization with pandas df\n",
    "sns.jointplot(data=pandas_tips, x=\"total_bill\", y=\"tip\", hue=\"sex\", hue_order=[\"Female\", \"Male\"])"
   ]
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "aee8b7b246df8f9039afb4144a1f6fd8d2ca17a180786b69acc140d282b71a49"
  },
  "kernelspec": {
   "display_name": "Python 3.9.10 64-bit",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.7"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
